In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
#data_dir = './data'
#FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
data_dir = '/input/R5KrjnANiKVhLWAkpXhNBe'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Downloading mnist: 9.92MB [00:01, 7.48MB/s] Extracting mnist: 100%|██████████| 60.0K/60.0K [00:11<00:00, 5.23KFile/s] Downloading celeba: 1.44GB [00:22, 63.4MB/s]
Extracting celeba...
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7feefa683f98>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7feef0417a58>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.1.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
# TODO: Implement Function
image_shape = (image_width, image_height, image_channels)
input_real = tf.placeholder(tf.float32, (None, *image_shape), name='input_real')
input_z = tf.placeholder(tf.float32, (None, z_dim), name='input_z')
lr = tf.placeholder(tf.float32, name='learning_rate')
return (input_real, input_z, lr)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# TODO: Implement Function
alpha = 0.1
dropout = 0.3
initializer = tf.contrib.layers.xavier_initializer()
def conv2d(x, out_dim, k=5, s=2, padding='same', use_batch_norm=True, training=True):
layer = tf.layers.conv2d(x, out_dim, k, s, padding, kernel_initializer=initializer)
if use_batch_norm == True:
layer = tf.layers.batch_normalization(layer, training=training)
#layer = tf.layers.dropout(layer, rate=dropout, training=True)
layer = tf.maximum(alpha*layer, layer)
return layer
with tf.variable_scope('discriminator', reuse=reuse):
layer_1 = conv2d(images, 32, use_batch_norm=False, training=False) # => 14x14x32
layer_2 = conv2d(layer_1, 64) # => 7x7x64
layer_3 = conv2d(layer_2, 128) # => 4x4x128
layer_4 = conv2d(layer_3, 256) # => 2x2x256
flat = tf.reshape(layer_4, (-1, 2*2*256))
logits = tf.layers.dense(flat, 1)
output = tf.sigmoid(logits)
return output, logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# TODO: Implement Function
alpha = 0.1
dropout = 0.3
initializer = tf.contrib.layers.xavier_initializer()
def fully_connect(x, dims, training):
layer = tf.layers.dense(x, dims[0]*dims[1]*dims[2], kernel_initializer=initializer)
layer = tf.reshape(layer, (-1, dims[0], dims[1], dims[2]))
layer = tf.layers.batch_normalization(layer, training=training)
layer = tf.maximum(alpha*layer, layer)
return layer
def conv2d_transpose(x, out_dim, k=5, s=2, padding='same',
use_batch_norm=True, use_leaky_relu=True, training=True):
layer = tf.layers.conv2d_transpose(x, out_dim, k, s, padding,
kernel_initializer=initializer)
if use_batch_norm == True:
layer = tf.layers.batch_normalization(layer, training=training)
#layer = tf.layers.dropout(layer, rate=dropout, training=True)
if use_leaky_relu == True:
layer = tf.maximum(alpha*layer, layer)
return layer
with tf.variable_scope('generator', reuse=not is_train):
layer_1 = fully_connect(z, (4, 4, 512), is_train) # => 4x4x512
layer_2 = conv2d_transpose(layer_1, 128, k=4, s=1,
padding='valid',
training=is_train) # => 7x7x128
layer_3 = conv2d_transpose(layer_2, 64, training=is_train) # => 14x14x64
layer_4 = conv2d_transpose(layer_3, 32, training=is_train) # => 28x28x32
logits = conv2d_transpose(layer_4, out_channel_dim, 3, 1,
'same', False, False, True) # => 28x28x3(1)
output = tf.tanh(logits)
return output
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
# TODO: Implement Function
g_model = generator(input_z, out_channel_dim, is_train=True)
d_model_real, d_logits_real = discriminator(input_real, reuse=False)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
def get_loss(logits, labels):
return tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=logits,
labels=labels))
d_loss_real = get_loss(d_logits_real, tf.ones_like(d_model_real))
d_loss_fake = get_loss(d_logits_fake, tf.zeros_like(d_model_fake))
g_loss = get_loss(d_logits_fake, tf.ones_like(d_model_fake))
d_loss = d_loss_real + d_loss_fake
return (d_loss, g_loss)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
# TODO: Implement Function
# Get weights and bias to update
t_vars = tf.trainable_variables()
d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
g_vars = [var for var in t_vars if var.name.startswith('generator')]
# Optimize
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1)\
.minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1)\
.minimize(g_loss, var_list=g_vars)
return (d_train_opt, g_train_opt)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
# TODO: Build Model
input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], data_shape[3], z_dim)
d_loss, g_loss = model_loss(input_real, input_z, data_shape[3])
d_opt, g_opt = model_opt(d_loss, g_loss, lr, beta1)
step = 0
print_every = 10
show_every = 100
n_images_to_show = 25
d_losses, g_losses = [], []
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epoch_count):
for batch_images in get_batches(batch_size):
# TODO: Train Model
batch_images *= 2
step += 1
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
# Run optimizers
_ = sess.run(d_opt, feed_dict={input_real: batch_images,
input_z: batch_z,
lr: learning_rate})
_ = sess.run(g_opt, feed_dict={input_real: batch_images,
input_z: batch_z,
lr: learning_rate})
if step % print_every == 0:
train_loss_d = d_loss.eval({input_real: batch_images,
input_z: batch_z})
train_loss_g = g_loss.eval({input_z: batch_z})
print_losses(epoch_count, epoch_i, step,
train_loss_d, train_loss_g,
d_losses, g_losses)
if step % show_every == 0:
print_cumulative_average_losses(train_loss_d, train_loss_g,
d_losses, g_losses)
show_generator_output(sess, n_images_to_show, input_z,
data_shape[3], data_image_mode)
def print_losses(epochs, epoch_i, step, train_loss_d, train_loss_g, d_losses, g_losses):
d_losses.append(train_loss_d)
g_losses.append(train_loss_g)
print("Epoch {}/{}...".format(epoch_i+1, epochs),
"Step: {}...".format(step),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
def print_cumulative_average_losses(train_loss_d, train_loss_g, d_losses, g_losses):
cum_avg_d_loss = np.mean(d_losses)
cum_avg_g_loss = np.mean(g_losses)
print("Cumulative Average Generator Loss / Discriminator Loss: {}".format(
cum_avg_g_loss / cum_avg_d_loss))
print("Current Generator Loss / Discriminator Loss: {}".format(
train_loss_g / train_loss_d))
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Step: 10... Discriminator Loss: 0.7566... Generator Loss: 0.7125 Epoch 1/2... Step: 20... Discriminator Loss: 0.1849... Generator Loss: 2.0104 Epoch 1/2... Step: 30... Discriminator Loss: 0.3883... Generator Loss: 2.1976 Epoch 1/2... Step: 40... Discriminator Loss: 2.0035... Generator Loss: 2.5510 Epoch 1/2... Step: 50... Discriminator Loss: 1.5302... Generator Loss: 1.5461 Epoch 1/2... Step: 60... Discriminator Loss: 0.9658... Generator Loss: 1.2796 Epoch 1/2... Step: 70... Discriminator Loss: 1.1134... Generator Loss: 0.5598 Epoch 1/2... Step: 80... Discriminator Loss: 0.6761... Generator Loss: 0.9017 Epoch 1/2... Step: 90... Discriminator Loss: 2.2566... Generator Loss: 0.1425 Epoch 1/2... Step: 100... Discriminator Loss: 1.2161... Generator Loss: 0.9444 Cumulative Average Generator Loss / Discriminator Loss: 1.1581408977508545 Current Generator Loss / Discriminator Loss: 0.7765234112739563
Epoch 1/2... Step: 110... Discriminator Loss: 2.0556... Generator Loss: 0.1852 Epoch 1/2... Step: 120... Discriminator Loss: 1.2008... Generator Loss: 0.6812 Epoch 1/2... Step: 130... Discriminator Loss: 1.0661... Generator Loss: 1.4962 Epoch 1/2... Step: 140... Discriminator Loss: 1.1877... Generator Loss: 1.0268 Epoch 1/2... Step: 150... Discriminator Loss: 1.2055... Generator Loss: 0.6493 Epoch 1/2... Step: 160... Discriminator Loss: 0.8863... Generator Loss: 1.3069 Epoch 1/2... Step: 170... Discriminator Loss: 1.1855... Generator Loss: 2.0561 Epoch 1/2... Step: 180... Discriminator Loss: 1.2612... Generator Loss: 0.5728 Epoch 1/2... Step: 190... Discriminator Loss: 1.0697... Generator Loss: 0.6544 Epoch 1/2... Step: 200... Discriminator Loss: 1.7619... Generator Loss: 0.2607 Cumulative Average Generator Loss / Discriminator Loss: 0.9066960215568542 Current Generator Loss / Discriminator Loss: 0.1479642540216446
Epoch 1/2... Step: 210... Discriminator Loss: 1.8125... Generator Loss: 0.2177 Epoch 1/2... Step: 220... Discriminator Loss: 1.6783... Generator Loss: 0.2775 Epoch 1/2... Step: 230... Discriminator Loss: 1.3983... Generator Loss: 0.4454 Epoch 1/2... Step: 240... Discriminator Loss: 2.0200... Generator Loss: 0.1715 Epoch 1/2... Step: 250... Discriminator Loss: 1.4753... Generator Loss: 0.3042 Epoch 1/2... Step: 260... Discriminator Loss: 2.1541... Generator Loss: 0.1507 Epoch 1/2... Step: 270... Discriminator Loss: 1.0853... Generator Loss: 0.5773 Epoch 1/2... Step: 280... Discriminator Loss: 0.9301... Generator Loss: 0.9153 Epoch 1/2... Step: 290... Discriminator Loss: 0.8079... Generator Loss: 0.9484 Epoch 1/2... Step: 300... Discriminator Loss: 1.0394... Generator Loss: 0.5659 Cumulative Average Generator Loss / Discriminator Loss: 0.6856170892715454 Current Generator Loss / Discriminator Loss: 0.5444575548171997
Epoch 1/2... Step: 310... Discriminator Loss: 0.7195... Generator Loss: 1.5275 Epoch 1/2... Step: 320... Discriminator Loss: 2.0424... Generator Loss: 0.1856 Epoch 1/2... Step: 330... Discriminator Loss: 2.0521... Generator Loss: 0.1564 Epoch 1/2... Step: 340... Discriminator Loss: 2.3246... Generator Loss: 0.1385 Epoch 1/2... Step: 350... Discriminator Loss: 1.5172... Generator Loss: 0.3452 Epoch 1/2... Step: 360... Discriminator Loss: 0.7397... Generator Loss: 1.7611 Epoch 1/2... Step: 370... Discriminator Loss: 1.8919... Generator Loss: 0.2322 Epoch 1/2... Step: 380... Discriminator Loss: 1.0758... Generator Loss: 0.6334 Epoch 1/2... Step: 390... Discriminator Loss: 1.2521... Generator Loss: 0.4407 Epoch 1/2... Step: 400... Discriminator Loss: 0.7564... Generator Loss: 1.2041 Cumulative Average Generator Loss / Discriminator Loss: 0.6244019865989685 Current Generator Loss / Discriminator Loss: 1.5918523073196411
Epoch 1/2... Step: 410... Discriminator Loss: 1.6942... Generator Loss: 2.6384 Epoch 1/2... Step: 420... Discriminator Loss: 1.5494... Generator Loss: 0.2779 Epoch 1/2... Step: 430... Discriminator Loss: 0.6509... Generator Loss: 1.8868 Epoch 1/2... Step: 440... Discriminator Loss: 1.1597... Generator Loss: 0.5298 Epoch 1/2... Step: 450... Discriminator Loss: 1.5094... Generator Loss: 0.3497 Epoch 1/2... Step: 460... Discriminator Loss: 1.5785... Generator Loss: 0.3028 Epoch 1/2... Step: 470... Discriminator Loss: 1.2381... Generator Loss: 0.4447 Epoch 1/2... Step: 480... Discriminator Loss: 0.7624... Generator Loss: 1.4292 Epoch 1/2... Step: 490... Discriminator Loss: 1.1167... Generator Loss: 0.5667 Epoch 1/2... Step: 500... Discriminator Loss: 1.3441... Generator Loss: 0.5348 Cumulative Average Generator Loss / Discriminator Loss: 0.6411036252975464 Current Generator Loss / Discriminator Loss: 0.39791741967201233
Epoch 1/2... Step: 510... Discriminator Loss: 0.9242... Generator Loss: 0.7428 Epoch 1/2... Step: 520... Discriminator Loss: 1.4328... Generator Loss: 3.0068 Epoch 1/2... Step: 530... Discriminator Loss: 0.7721... Generator Loss: 1.3824 Epoch 1/2... Step: 540... Discriminator Loss: 0.9907... Generator Loss: 2.5232 Epoch 1/2... Step: 550... Discriminator Loss: 1.0011... Generator Loss: 0.6148 Epoch 1/2... Step: 560... Discriminator Loss: 1.9046... Generator Loss: 0.2207 Epoch 1/2... Step: 570... Discriminator Loss: 0.9920... Generator Loss: 1.2212 Epoch 1/2... Step: 580... Discriminator Loss: 1.2078... Generator Loss: 0.4195 Epoch 1/2... Step: 590... Discriminator Loss: 1.2881... Generator Loss: 0.4144 Epoch 1/2... Step: 600... Discriminator Loss: 1.6577... Generator Loss: 0.3037 Cumulative Average Generator Loss / Discriminator Loss: 0.6804041266441345 Current Generator Loss / Discriminator Loss: 0.18321171402931213
Epoch 1/2... Step: 610... Discriminator Loss: 1.5464... Generator Loss: 0.2768 Epoch 1/2... Step: 620... Discriminator Loss: 1.1835... Generator Loss: 0.4987 Epoch 1/2... Step: 630... Discriminator Loss: 1.5030... Generator Loss: 0.3097 Epoch 1/2... Step: 640... Discriminator Loss: 1.5632... Generator Loss: 0.3002 Epoch 1/2... Step: 650... Discriminator Loss: 0.9604... Generator Loss: 1.4325 Epoch 1/2... Step: 660... Discriminator Loss: 1.2245... Generator Loss: 1.2434 Epoch 1/2... Step: 670... Discriminator Loss: 1.1483... Generator Loss: 0.6581 Epoch 1/2... Step: 680... Discriminator Loss: 2.3422... Generator Loss: 0.1269 Epoch 1/2... Step: 690... Discriminator Loss: 1.1635... Generator Loss: 0.6014 Epoch 1/2... Step: 700... Discriminator Loss: 1.2318... Generator Loss: 0.4912 Cumulative Average Generator Loss / Discriminator Loss: 0.6421484351158142 Current Generator Loss / Discriminator Loss: 0.3987612724304199
Epoch 1/2... Step: 710... Discriminator Loss: 1.3859... Generator Loss: 0.3754 Epoch 1/2... Step: 720... Discriminator Loss: 1.3893... Generator Loss: 0.3982 Epoch 1/2... Step: 730... Discriminator Loss: 1.2500... Generator Loss: 0.4300 Epoch 1/2... Step: 740... Discriminator Loss: 1.8807... Generator Loss: 0.1882 Epoch 1/2... Step: 750... Discriminator Loss: 0.9911... Generator Loss: 1.6598 Epoch 1/2... Step: 760... Discriminator Loss: 0.9239... Generator Loss: 0.8198 Epoch 1/2... Step: 770... Discriminator Loss: 1.5051... Generator Loss: 0.3305 Epoch 1/2... Step: 780... Discriminator Loss: 0.9147... Generator Loss: 1.4401 Epoch 1/2... Step: 790... Discriminator Loss: 0.9223... Generator Loss: 0.6565 Epoch 1/2... Step: 800... Discriminator Loss: 0.9755... Generator Loss: 1.1815 Cumulative Average Generator Loss / Discriminator Loss: 0.6391062140464783 Current Generator Loss / Discriminator Loss: 1.211110234260559
Epoch 1/2... Step: 810... Discriminator Loss: 1.7624... Generator Loss: 0.2370 Epoch 1/2... Step: 820... Discriminator Loss: 0.7586... Generator Loss: 0.9662 Epoch 1/2... Step: 830... Discriminator Loss: 1.0087... Generator Loss: 0.6304 Epoch 1/2... Step: 840... Discriminator Loss: 0.9913... Generator Loss: 0.8406 Epoch 1/2... Step: 850... Discriminator Loss: 2.4583... Generator Loss: 0.1110 Epoch 1/2... Step: 860... Discriminator Loss: 0.9910... Generator Loss: 0.6721 Epoch 1/2... Step: 870... Discriminator Loss: 1.2124... Generator Loss: 0.4177 Epoch 1/2... Step: 880... Discriminator Loss: 1.2880... Generator Loss: 0.4513 Epoch 1/2... Step: 890... Discriminator Loss: 0.8817... Generator Loss: 0.9843 Epoch 1/2... Step: 900... Discriminator Loss: 0.8398... Generator Loss: 1.8493 Cumulative Average Generator Loss / Discriminator Loss: 0.6336433291435242 Current Generator Loss / Discriminator Loss: 2.201986312866211
Epoch 1/2... Step: 910... Discriminator Loss: 0.8032... Generator Loss: 0.8497 Epoch 1/2... Step: 920... Discriminator Loss: 0.7086... Generator Loss: 1.5629 Epoch 1/2... Step: 930... Discriminator Loss: 1.2632... Generator Loss: 0.5103 Epoch 1/2... Step: 940... Discriminator Loss: 0.8794... Generator Loss: 0.8220 Epoch 1/2... Step: 950... Discriminator Loss: 0.8949... Generator Loss: 2.6132 Epoch 1/2... Step: 960... Discriminator Loss: 1.3966... Generator Loss: 0.3936 Epoch 1/2... Step: 970... Discriminator Loss: 0.6990... Generator Loss: 1.2960 Epoch 1/2... Step: 980... Discriminator Loss: 0.6722... Generator Loss: 1.0808 Epoch 1/2... Step: 990... Discriminator Loss: 1.4927... Generator Loss: 0.3404 Epoch 1/2... Step: 1000... Discriminator Loss: 0.7792... Generator Loss: 0.8229 Cumulative Average Generator Loss / Discriminator Loss: 0.6672875881195068 Current Generator Loss / Discriminator Loss: 1.056157112121582
Epoch 1/2... Step: 1010... Discriminator Loss: 0.4334... Generator Loss: 1.3883 Epoch 1/2... Step: 1020... Discriminator Loss: 1.0296... Generator Loss: 0.5505 Epoch 1/2... Step: 1030... Discriminator Loss: 0.8969... Generator Loss: 1.3902 Epoch 1/2... Step: 1040... Discriminator Loss: 0.9882... Generator Loss: 0.7134 Epoch 1/2... Step: 1050... Discriminator Loss: 0.9352... Generator Loss: 0.8228 Epoch 1/2... Step: 1060... Discriminator Loss: 2.4125... Generator Loss: 0.1137 Epoch 1/2... Step: 1070... Discriminator Loss: 0.7400... Generator Loss: 0.9192 Epoch 1/2... Step: 1080... Discriminator Loss: 2.2721... Generator Loss: 0.1656 Epoch 1/2... Step: 1090... Discriminator Loss: 1.2396... Generator Loss: 0.5302 Epoch 1/2... Step: 1100... Discriminator Loss: 0.5724... Generator Loss: 1.3491 Cumulative Average Generator Loss / Discriminator Loss: 0.6691580414772034 Current Generator Loss / Discriminator Loss: 2.356943368911743
Epoch 1/2... Step: 1110... Discriminator Loss: 0.5295... Generator Loss: 1.5397 Epoch 1/2... Step: 1120... Discriminator Loss: 0.6585... Generator Loss: 0.9995 Epoch 1/2... Step: 1130... Discriminator Loss: 0.9424... Generator Loss: 0.6092 Epoch 1/2... Step: 1140... Discriminator Loss: 1.2364... Generator Loss: 0.4725 Epoch 1/2... Step: 1150... Discriminator Loss: 1.4458... Generator Loss: 0.3567 Epoch 1/2... Step: 1160... Discriminator Loss: 0.9401... Generator Loss: 0.6886 Epoch 1/2... Step: 1170... Discriminator Loss: 1.3767... Generator Loss: 0.3432 Epoch 1/2... Step: 1180... Discriminator Loss: 0.7829... Generator Loss: 0.9374 Epoch 1/2... Step: 1190... Discriminator Loss: 0.9902... Generator Loss: 0.7388 Epoch 1/2... Step: 1200... Discriminator Loss: 1.1861... Generator Loss: 0.4322 Cumulative Average Generator Loss / Discriminator Loss: 0.6716560125350952 Current Generator Loss / Discriminator Loss: 0.36442506313323975
Epoch 1/2... Step: 1210... Discriminator Loss: 1.3720... Generator Loss: 0.4189 Epoch 1/2... Step: 1220... Discriminator Loss: 1.3228... Generator Loss: 0.3831 Epoch 1/2... Step: 1230... Discriminator Loss: 0.9318... Generator Loss: 0.7524 Epoch 1/2... Step: 1240... Discriminator Loss: 1.2783... Generator Loss: 0.4655 Epoch 1/2... Step: 1250... Discriminator Loss: 0.8033... Generator Loss: 0.8949 Epoch 1/2... Step: 1260... Discriminator Loss: 0.9739... Generator Loss: 0.7579 Epoch 1/2... Step: 1270... Discriminator Loss: 1.0785... Generator Loss: 0.5192 Epoch 1/2... Step: 1280... Discriminator Loss: 0.8154... Generator Loss: 0.7767 Epoch 1/2... Step: 1290... Discriminator Loss: 1.0309... Generator Loss: 0.8103 Epoch 1/2... Step: 1300... Discriminator Loss: 1.8743... Generator Loss: 0.2038 Cumulative Average Generator Loss / Discriminator Loss: 0.660740852355957 Current Generator Loss / Discriminator Loss: 0.10871932655572891
Epoch 1/2... Step: 1310... Discriminator Loss: 0.7163... Generator Loss: 1.3915 Epoch 1/2... Step: 1320... Discriminator Loss: 1.2978... Generator Loss: 0.3944 Epoch 1/2... Step: 1330... Discriminator Loss: 1.1255... Generator Loss: 0.5280 Epoch 1/2... Step: 1340... Discriminator Loss: 0.8518... Generator Loss: 0.8231 Epoch 1/2... Step: 1350... Discriminator Loss: 0.6641... Generator Loss: 1.5985 Epoch 1/2... Step: 1360... Discriminator Loss: 0.9370... Generator Loss: 0.9471 Epoch 1/2... Step: 1370... Discriminator Loss: 1.8532... Generator Loss: 0.2048 Epoch 1/2... Step: 1380... Discriminator Loss: 0.5854... Generator Loss: 1.0009 Epoch 1/2... Step: 1390... Discriminator Loss: 0.5548... Generator Loss: 1.7177 Epoch 1/2... Step: 1400... Discriminator Loss: 2.1002... Generator Loss: 0.1841 Cumulative Average Generator Loss / Discriminator Loss: 0.6709685325622559 Current Generator Loss / Discriminator Loss: 0.08768096566200256
Epoch 1/2... Step: 1410... Discriminator Loss: 1.4064... Generator Loss: 0.3889 Epoch 1/2... Step: 1420... Discriminator Loss: 1.6651... Generator Loss: 0.2867 Epoch 1/2... Step: 1430... Discriminator Loss: 2.3655... Generator Loss: 0.1481 Epoch 1/2... Step: 1440... Discriminator Loss: 1.5577... Generator Loss: 0.3371 Epoch 1/2... Step: 1450... Discriminator Loss: 2.1112... Generator Loss: 0.1508 Epoch 1/2... Step: 1460... Discriminator Loss: 1.2405... Generator Loss: 0.4434 Epoch 1/2... Step: 1470... Discriminator Loss: 0.9995... Generator Loss: 0.6520 Epoch 1/2... Step: 1480... Discriminator Loss: 0.6939... Generator Loss: 0.8760 Epoch 1/2... Step: 1490... Discriminator Loss: 1.2961... Generator Loss: 0.4899 Epoch 1/2... Step: 1500... Discriminator Loss: 1.7173... Generator Loss: 0.2298 Cumulative Average Generator Loss / Discriminator Loss: 0.6378529071807861 Current Generator Loss / Discriminator Loss: 0.13378377258777618
Epoch 1/2... Step: 1510... Discriminator Loss: 0.7310... Generator Loss: 0.8602 Epoch 1/2... Step: 1520... Discriminator Loss: 1.0287... Generator Loss: 0.6232 Epoch 1/2... Step: 1530... Discriminator Loss: 1.6772... Generator Loss: 0.2770 Epoch 1/2... Step: 1540... Discriminator Loss: 1.5343... Generator Loss: 0.3005 Epoch 1/2... Step: 1550... Discriminator Loss: 2.2985... Generator Loss: 0.1428 Epoch 1/2... Step: 1560... Discriminator Loss: 2.4926... Generator Loss: 0.1016 Epoch 1/2... Step: 1570... Discriminator Loss: 1.8001... Generator Loss: 0.2602 Epoch 1/2... Step: 1580... Discriminator Loss: 0.8855... Generator Loss: 0.7550 Epoch 1/2... Step: 1590... Discriminator Loss: 1.1811... Generator Loss: 0.4348 Epoch 1/2... Step: 1600... Discriminator Loss: 0.5493... Generator Loss: 1.0657 Cumulative Average Generator Loss / Discriminator Loss: 0.6165603399276733 Current Generator Loss / Discriminator Loss: 1.9401280879974365
Epoch 1/2... Step: 1610... Discriminator Loss: 1.6173... Generator Loss: 0.2778 Epoch 1/2... Step: 1620... Discriminator Loss: 1.3921... Generator Loss: 0.4044 Epoch 1/2... Step: 1630... Discriminator Loss: 0.5692... Generator Loss: 2.9203 Epoch 1/2... Step: 1640... Discriminator Loss: 0.3153... Generator Loss: 1.8706 Epoch 1/2... Step: 1650... Discriminator Loss: 1.3119... Generator Loss: 0.3666 Epoch 1/2... Step: 1660... Discriminator Loss: 1.4905... Generator Loss: 0.3316 Epoch 1/2... Step: 1670... Discriminator Loss: 0.7239... Generator Loss: 0.9003 Epoch 1/2... Step: 1680... Discriminator Loss: 0.7587... Generator Loss: 0.9021 Epoch 1/2... Step: 1690... Discriminator Loss: 1.0659... Generator Loss: 0.5654 Epoch 1/2... Step: 1700... Discriminator Loss: 2.1247... Generator Loss: 0.1795 Cumulative Average Generator Loss / Discriminator Loss: 0.6247077584266663 Current Generator Loss / Discriminator Loss: 0.08449309319257736
Epoch 1/2... Step: 1710... Discriminator Loss: 0.7164... Generator Loss: 1.5269 Epoch 1/2... Step: 1720... Discriminator Loss: 0.7522... Generator Loss: 0.8164 Epoch 1/2... Step: 1730... Discriminator Loss: 1.6568... Generator Loss: 0.2644 Epoch 1/2... Step: 1740... Discriminator Loss: 2.0329... Generator Loss: 0.1734 Epoch 1/2... Step: 1750... Discriminator Loss: 0.6850... Generator Loss: 1.0802 Epoch 1/2... Step: 1760... Discriminator Loss: 0.6890... Generator Loss: 1.0282 Epoch 1/2... Step: 1770... Discriminator Loss: 0.8069... Generator Loss: 0.7188 Epoch 1/2... Step: 1780... Discriminator Loss: 1.3052... Generator Loss: 0.3598 Epoch 1/2... Step: 1790... Discriminator Loss: 0.9868... Generator Loss: 0.8547 Epoch 1/2... Step: 1800... Discriminator Loss: 1.9136... Generator Loss: 0.2494 Cumulative Average Generator Loss / Discriminator Loss: 0.6240746378898621 Current Generator Loss / Discriminator Loss: 0.1303073614835739
Epoch 1/2... Step: 1810... Discriminator Loss: 0.9541... Generator Loss: 0.7790 Epoch 1/2... Step: 1820... Discriminator Loss: 0.7875... Generator Loss: 1.3140 Epoch 1/2... Step: 1830... Discriminator Loss: 1.5207... Generator Loss: 0.3729 Epoch 1/2... Step: 1840... Discriminator Loss: 1.0213... Generator Loss: 0.6177 Epoch 1/2... Step: 1850... Discriminator Loss: 0.7761... Generator Loss: 0.7817 Epoch 1/2... Step: 1860... Discriminator Loss: 2.5087... Generator Loss: 0.1027 Epoch 1/2... Step: 1870... Discriminator Loss: 0.7024... Generator Loss: 1.0426 Epoch 1/2... Step: 1880... Discriminator Loss: 0.6374... Generator Loss: 1.4178 Epoch 1/2... Step: 1890... Discriminator Loss: 1.1660... Generator Loss: 0.6933 Epoch 1/2... Step: 1900... Discriminator Loss: 1.0814... Generator Loss: 0.5171 Cumulative Average Generator Loss / Discriminator Loss: 0.6269865036010742 Current Generator Loss / Discriminator Loss: 0.47813352942466736
Epoch 1/2... Step: 1910... Discriminator Loss: 1.1692... Generator Loss: 3.2616 Epoch 1/2... Step: 1920... Discriminator Loss: 0.9746... Generator Loss: 0.6696 Epoch 1/2... Step: 1930... Discriminator Loss: 1.5637... Generator Loss: 0.3368 Epoch 1/2... Step: 1940... Discriminator Loss: 1.7968... Generator Loss: 0.2204 Epoch 1/2... Step: 1950... Discriminator Loss: 1.0996... Generator Loss: 0.5635 Epoch 1/2... Step: 1960... Discriminator Loss: 1.4541... Generator Loss: 0.3268 Epoch 1/2... Step: 1970... Discriminator Loss: 2.1940... Generator Loss: 0.1636 Epoch 1/2... Step: 1980... Discriminator Loss: 1.0889... Generator Loss: 0.5621 Epoch 1/2... Step: 1990... Discriminator Loss: 1.1789... Generator Loss: 0.4684 Epoch 1/2... Step: 2000... Discriminator Loss: 0.8275... Generator Loss: 0.7269 Cumulative Average Generator Loss / Discriminator Loss: 0.6226367950439453 Current Generator Loss / Discriminator Loss: 0.8784921765327454
Epoch 1/2... Step: 2010... Discriminator Loss: 1.2103... Generator Loss: 0.4438 Epoch 1/2... Step: 2020... Discriminator Loss: 0.7346... Generator Loss: 1.0097 Epoch 1/2... Step: 2030... Discriminator Loss: 2.4537... Generator Loss: 0.1170 Epoch 1/2... Step: 2040... Discriminator Loss: 0.5806... Generator Loss: 2.2652 Epoch 1/2... Step: 2050... Discriminator Loss: 0.7519... Generator Loss: 2.1796 Epoch 1/2... Step: 2060... Discriminator Loss: 1.5138... Generator Loss: 0.3159 Epoch 1/2... Step: 2070... Discriminator Loss: 2.1507... Generator Loss: 0.1640 Epoch 1/2... Step: 2080... Discriminator Loss: 0.4268... Generator Loss: 2.7811 Epoch 1/2... Step: 2090... Discriminator Loss: 0.5380... Generator Loss: 1.0960 Epoch 1/2... Step: 2100... Discriminator Loss: 0.6127... Generator Loss: 1.6519 Cumulative Average Generator Loss / Discriminator Loss: 0.6428623795509338 Current Generator Loss / Discriminator Loss: 2.6962850093841553
Epoch 1/2... Step: 2110... Discriminator Loss: 0.8984... Generator Loss: 0.6153 Epoch 1/2... Step: 2120... Discriminator Loss: 1.2626... Generator Loss: 0.3905 Epoch 1/2... Step: 2130... Discriminator Loss: 0.7664... Generator Loss: 1.1139 Epoch 1/2... Step: 2140... Discriminator Loss: 1.0422... Generator Loss: 0.5154 Epoch 1/2... Step: 2150... Discriminator Loss: 2.2223... Generator Loss: 0.1379 Epoch 1/2... Step: 2160... Discriminator Loss: 0.8416... Generator Loss: 0.7073 Epoch 1/2... Step: 2170... Discriminator Loss: 0.8564... Generator Loss: 0.7102 Epoch 1/2... Step: 2180... Discriminator Loss: 0.9908... Generator Loss: 0.5393 Epoch 1/2... Step: 2190... Discriminator Loss: 0.7129... Generator Loss: 1.1083 Epoch 1/2... Step: 2200... Discriminator Loss: 0.9260... Generator Loss: 0.6587 Cumulative Average Generator Loss / Discriminator Loss: 0.6418667435646057 Current Generator Loss / Discriminator Loss: 0.7113407850265503
Epoch 1/2... Step: 2210... Discriminator Loss: 0.7698... Generator Loss: 1.3846 Epoch 1/2... Step: 2220... Discriminator Loss: 1.2224... Generator Loss: 0.4471 Epoch 1/2... Step: 2230... Discriminator Loss: 0.8513... Generator Loss: 0.7009 Epoch 1/2... Step: 2240... Discriminator Loss: 1.5143... Generator Loss: 0.4192 Epoch 1/2... Step: 2250... Discriminator Loss: 0.7223... Generator Loss: 0.7843 Epoch 1/2... Step: 2260... Discriminator Loss: 0.6285... Generator Loss: 1.0238 Epoch 1/2... Step: 2270... Discriminator Loss: 1.0067... Generator Loss: 0.6029 Epoch 1/2... Step: 2280... Discriminator Loss: 1.0550... Generator Loss: 0.5586 Epoch 1/2... Step: 2290... Discriminator Loss: 1.2452... Generator Loss: 0.5190 Epoch 1/2... Step: 2300... Discriminator Loss: 0.8534... Generator Loss: 0.7881 Cumulative Average Generator Loss / Discriminator Loss: 0.6450929641723633 Current Generator Loss / Discriminator Loss: 0.923470139503479
Epoch 1/2... Step: 2310... Discriminator Loss: 0.9703... Generator Loss: 0.6177 Epoch 1/2... Step: 2320... Discriminator Loss: 2.0027... Generator Loss: 0.1770 Epoch 1/2... Step: 2330... Discriminator Loss: 0.4791... Generator Loss: 1.2299 Epoch 1/2... Step: 2340... Discriminator Loss: 3.3680... Generator Loss: 0.0484 Epoch 1/2... Step: 2350... Discriminator Loss: 1.0073... Generator Loss: 0.6336 Epoch 1/2... Step: 2360... Discriminator Loss: 0.6588... Generator Loss: 1.0731 Epoch 1/2... Step: 2370... Discriminator Loss: 1.0063... Generator Loss: 0.6413 Epoch 1/2... Step: 2380... Discriminator Loss: 0.6061... Generator Loss: 1.9978 Epoch 1/2... Step: 2390... Discriminator Loss: 0.5683... Generator Loss: 0.9485 Epoch 1/2... Step: 2400... Discriminator Loss: 1.7766... Generator Loss: 0.2135 Cumulative Average Generator Loss / Discriminator Loss: 0.6435509324073792 Current Generator Loss / Discriminator Loss: 0.12017698585987091
Epoch 1/2... Step: 2410... Discriminator Loss: 2.5847... Generator Loss: 0.1091 Epoch 1/2... Step: 2420... Discriminator Loss: 1.3500... Generator Loss: 0.3463 Epoch 1/2... Step: 2430... Discriminator Loss: 2.0656... Generator Loss: 0.2032 Epoch 1/2... Step: 2440... Discriminator Loss: 1.3532... Generator Loss: 0.3795 Epoch 1/2... Step: 2450... Discriminator Loss: 1.2678... Generator Loss: 0.4067 Epoch 1/2... Step: 2460... Discriminator Loss: 0.6497... Generator Loss: 0.9438 Epoch 1/2... Step: 2470... Discriminator Loss: 1.8355... Generator Loss: 0.2340 Epoch 1/2... Step: 2480... Discriminator Loss: 0.5313... Generator Loss: 1.1292 Epoch 1/2... Step: 2490... Discriminator Loss: 0.5156... Generator Loss: 2.0829 Epoch 1/2... Step: 2500... Discriminator Loss: 1.9046... Generator Loss: 0.1869 Cumulative Average Generator Loss / Discriminator Loss: 0.6335850954055786 Current Generator Loss / Discriminator Loss: 0.09815360605716705
Epoch 1/2... Step: 2510... Discriminator Loss: 0.6747... Generator Loss: 1.0143 Epoch 1/2... Step: 2520... Discriminator Loss: 1.7107... Generator Loss: 0.3394 Epoch 1/2... Step: 2530... Discriminator Loss: 1.5602... Generator Loss: 0.3203 Epoch 1/2... Step: 2540... Discriminator Loss: 1.0864... Generator Loss: 0.5033 Epoch 1/2... Step: 2550... Discriminator Loss: 1.9700... Generator Loss: 0.1750 Epoch 1/2... Step: 2560... Discriminator Loss: 1.4521... Generator Loss: 0.3713 Epoch 1/2... Step: 2570... Discriminator Loss: 1.8782... Generator Loss: 0.2382 Epoch 1/2... Step: 2580... Discriminator Loss: 1.2343... Generator Loss: 0.4066 Epoch 1/2... Step: 2590... Discriminator Loss: 1.2853... Generator Loss: 0.3889 Epoch 1/2... Step: 2600... Discriminator Loss: 1.6117... Generator Loss: 0.3309 Cumulative Average Generator Loss / Discriminator Loss: 0.6176266670227051 Current Generator Loss / Discriminator Loss: 0.20533090829849243
Epoch 1/2... Step: 2610... Discriminator Loss: 0.8144... Generator Loss: 0.9754 Epoch 1/2... Step: 2620... Discriminator Loss: 0.5869... Generator Loss: 1.1383 Epoch 1/2... Step: 2630... Discriminator Loss: 1.3429... Generator Loss: 0.3501 Epoch 1/2... Step: 2640... Discriminator Loss: 0.2392... Generator Loss: 2.0610 Epoch 1/2... Step: 2650... Discriminator Loss: 0.9275... Generator Loss: 0.6401 Epoch 1/2... Step: 2660... Discriminator Loss: 1.4256... Generator Loss: 0.3211 Epoch 1/2... Step: 2670... Discriminator Loss: 0.7703... Generator Loss: 0.9241 Epoch 1/2... Step: 2680... Discriminator Loss: 1.1253... Generator Loss: 0.4653 Epoch 1/2... Step: 2690... Discriminator Loss: 1.4073... Generator Loss: 0.3837 Epoch 1/2... Step: 2700... Discriminator Loss: 0.5397... Generator Loss: 1.1879 Cumulative Average Generator Loss / Discriminator Loss: 0.6261152029037476 Current Generator Loss / Discriminator Loss: 2.2011444568634033
Epoch 1/2... Step: 2710... Discriminator Loss: 0.6716... Generator Loss: 0.8836 Epoch 1/2... Step: 2720... Discriminator Loss: 2.1557... Generator Loss: 0.1474 Epoch 1/2... Step: 2730... Discriminator Loss: 1.5315... Generator Loss: 0.2982 Epoch 1/2... Step: 2740... Discriminator Loss: 0.8826... Generator Loss: 0.7217 Epoch 1/2... Step: 2750... Discriminator Loss: 0.6865... Generator Loss: 1.0103 Epoch 1/2... Step: 2760... Discriminator Loss: 0.7251... Generator Loss: 1.7555 Epoch 1/2... Step: 2770... Discriminator Loss: 0.8003... Generator Loss: 0.7600 Epoch 1/2... Step: 2780... Discriminator Loss: 1.7466... Generator Loss: 0.2290 Epoch 1/2... Step: 2790... Discriminator Loss: 0.7623... Generator Loss: 1.3628 Epoch 1/2... Step: 2800... Discriminator Loss: 0.8507... Generator Loss: 0.7067 Cumulative Average Generator Loss / Discriminator Loss: 0.6293842792510986 Current Generator Loss / Discriminator Loss: 0.8307581543922424
Epoch 1/2... Step: 2810... Discriminator Loss: 1.6221... Generator Loss: 0.2690 Epoch 1/2... Step: 2820... Discriminator Loss: 0.6316... Generator Loss: 1.0413 Epoch 1/2... Step: 2830... Discriminator Loss: 0.6482... Generator Loss: 1.2046 Epoch 1/2... Step: 2840... Discriminator Loss: 0.9389... Generator Loss: 0.7907 Epoch 1/2... Step: 2850... Discriminator Loss: 0.7210... Generator Loss: 1.7179 Epoch 1/2... Step: 2860... Discriminator Loss: 0.5286... Generator Loss: 1.1393 Epoch 1/2... Step: 2870... Discriminator Loss: 1.4599... Generator Loss: 0.3106 Epoch 1/2... Step: 2880... Discriminator Loss: 1.1159... Generator Loss: 0.4817 Epoch 1/2... Step: 2890... Discriminator Loss: 0.5391... Generator Loss: 1.4326 Epoch 1/2... Step: 2900... Discriminator Loss: 0.6309... Generator Loss: 1.2948 Cumulative Average Generator Loss / Discriminator Loss: 0.6412645578384399 Current Generator Loss / Discriminator Loss: 2.0521435737609863
Epoch 1/2... Step: 2910... Discriminator Loss: 1.6267... Generator Loss: 0.2786 Epoch 1/2... Step: 2920... Discriminator Loss: 1.8694... Generator Loss: 0.2254 Epoch 1/2... Step: 2930... Discriminator Loss: 1.0582... Generator Loss: 0.5205 Epoch 1/2... Step: 2940... Discriminator Loss: 0.5837... Generator Loss: 2.5023 Epoch 1/2... Step: 2950... Discriminator Loss: 1.0185... Generator Loss: 0.5764 Epoch 1/2... Step: 2960... Discriminator Loss: 0.9855... Generator Loss: 0.6270 Epoch 1/2... Step: 2970... Discriminator Loss: 0.8916... Generator Loss: 0.7705 Epoch 1/2... Step: 2980... Discriminator Loss: 0.7172... Generator Loss: 0.8597 Epoch 1/2... Step: 2990... Discriminator Loss: 0.6410... Generator Loss: 1.0820 Epoch 1/2... Step: 3000... Discriminator Loss: 1.3427... Generator Loss: 0.3916 Cumulative Average Generator Loss / Discriminator Loss: 0.6439216732978821 Current Generator Loss / Discriminator Loss: 0.29167357087135315
Epoch 1/2... Step: 3010... Discriminator Loss: 1.8630... Generator Loss: 0.2217 Epoch 1/2... Step: 3020... Discriminator Loss: 1.1118... Generator Loss: 1.8793 Epoch 1/2... Step: 3030... Discriminator Loss: 1.3749... Generator Loss: 0.3977 Epoch 1/2... Step: 3040... Discriminator Loss: 0.9367... Generator Loss: 0.7469 Epoch 1/2... Step: 3050... Discriminator Loss: 0.9203... Generator Loss: 1.0569 Epoch 1/2... Step: 3060... Discriminator Loss: 0.4378... Generator Loss: 1.4653 Epoch 1/2... Step: 3070... Discriminator Loss: 0.5852... Generator Loss: 0.9959 Epoch 1/2... Step: 3080... Discriminator Loss: 1.4886... Generator Loss: 0.3907 Epoch 1/2... Step: 3090... Discriminator Loss: 0.9256... Generator Loss: 0.6227 Epoch 1/2... Step: 3100... Discriminator Loss: 2.6447... Generator Loss: 0.1068 Cumulative Average Generator Loss / Discriminator Loss: 0.6438425779342651 Current Generator Loss / Discriminator Loss: 0.040365900844335556
Epoch 1/2... Step: 3110... Discriminator Loss: 1.4127... Generator Loss: 0.3459 Epoch 1/2... Step: 3120... Discriminator Loss: 0.5621... Generator Loss: 1.1360 Epoch 1/2... Step: 3130... Discriminator Loss: 0.8263... Generator Loss: 1.4934 Epoch 1/2... Step: 3140... Discriminator Loss: 1.1769... Generator Loss: 0.4584 Epoch 1/2... Step: 3150... Discriminator Loss: 0.9774... Generator Loss: 0.6518 Epoch 1/2... Step: 3160... Discriminator Loss: 0.8610... Generator Loss: 0.6440 Epoch 1/2... Step: 3170... Discriminator Loss: 1.1910... Generator Loss: 0.4463 Epoch 1/2... Step: 3180... Discriminator Loss: 1.7177... Generator Loss: 0.2539 Epoch 1/2... Step: 3190... Discriminator Loss: 0.6874... Generator Loss: 1.5331 Epoch 1/2... Step: 3200... Discriminator Loss: 1.7369... Generator Loss: 0.2822 Cumulative Average Generator Loss / Discriminator Loss: 0.6440172791481018 Current Generator Loss / Discriminator Loss: 0.16249890625476837
Epoch 1/2... Step: 3210... Discriminator Loss: 0.8051... Generator Loss: 0.7810 Epoch 1/2... Step: 3220... Discriminator Loss: 0.6835... Generator Loss: 1.0363 Epoch 1/2... Step: 3230... Discriminator Loss: 0.7668... Generator Loss: 0.8572 Epoch 1/2... Step: 3240... Discriminator Loss: 1.0059... Generator Loss: 0.5309 Epoch 1/2... Step: 3250... Discriminator Loss: 1.5127... Generator Loss: 0.3238 Epoch 1/2... Step: 3260... Discriminator Loss: 0.9922... Generator Loss: 0.5923 Epoch 1/2... Step: 3270... Discriminator Loss: 0.5433... Generator Loss: 1.3612 Epoch 1/2... Step: 3280... Discriminator Loss: 2.4422... Generator Loss: 0.1150 Epoch 1/2... Step: 3290... Discriminator Loss: 0.5585... Generator Loss: 1.0887 Epoch 1/2... Step: 3300... Discriminator Loss: 0.6648... Generator Loss: 0.8912 Cumulative Average Generator Loss / Discriminator Loss: 0.6469669342041016 Current Generator Loss / Discriminator Loss: 1.3404359817504883
Epoch 1/2... Step: 3310... Discriminator Loss: 1.1262... Generator Loss: 0.4624 Epoch 1/2... Step: 3320... Discriminator Loss: 1.0613... Generator Loss: 0.5327 Epoch 1/2... Step: 3330... Discriminator Loss: 1.3134... Generator Loss: 0.3587 Epoch 1/2... Step: 3340... Discriminator Loss: 0.6198... Generator Loss: 0.9159 Epoch 1/2... Step: 3350... Discriminator Loss: 0.4114... Generator Loss: 3.0263 Epoch 1/2... Step: 3360... Discriminator Loss: 1.7087... Generator Loss: 0.2693 Epoch 1/2... Step: 3370... Discriminator Loss: 0.8338... Generator Loss: 0.6984 Epoch 1/2... Step: 3380... Discriminator Loss: 1.1400... Generator Loss: 0.4782 Epoch 1/2... Step: 3390... Discriminator Loss: 0.5021... Generator Loss: 1.0954 Epoch 1/2... Step: 3400... Discriminator Loss: 0.5876... Generator Loss: 1.0133 Cumulative Average Generator Loss / Discriminator Loss: 0.6540386080741882 Current Generator Loss / Discriminator Loss: 1.724589228630066
Epoch 1/2... Step: 3410... Discriminator Loss: 1.5359... Generator Loss: 0.3069 Epoch 1/2... Step: 3420... Discriminator Loss: 0.8421... Generator Loss: 0.7500 Epoch 1/2... Step: 3430... Discriminator Loss: 0.3537... Generator Loss: 1.8547 Epoch 1/2... Step: 3440... Discriminator Loss: 0.8182... Generator Loss: 0.7153 Epoch 1/2... Step: 3450... Discriminator Loss: 0.4633... Generator Loss: 3.7532 Epoch 1/2... Step: 3460... Discriminator Loss: 1.9116... Generator Loss: 0.2012 Epoch 1/2... Step: 3470... Discriminator Loss: 0.6696... Generator Loss: 2.3210 Epoch 1/2... Step: 3480... Discriminator Loss: 1.3000... Generator Loss: 0.3820 Epoch 1/2... Step: 3490... Discriminator Loss: 1.5089... Generator Loss: 0.3199 Epoch 1/2... Step: 3500... Discriminator Loss: 1.1740... Generator Loss: 0.4393 Cumulative Average Generator Loss / Discriminator Loss: 0.6640785932540894 Current Generator Loss / Discriminator Loss: 0.37419116497039795
Epoch 1/2... Step: 3510... Discriminator Loss: 0.5687... Generator Loss: 1.3686 Epoch 1/2... Step: 3520... Discriminator Loss: 0.7527... Generator Loss: 0.8215 Epoch 1/2... Step: 3530... Discriminator Loss: 0.7044... Generator Loss: 0.9664 Epoch 1/2... Step: 3540... Discriminator Loss: 1.3362... Generator Loss: 0.3960 Epoch 1/2... Step: 3550... Discriminator Loss: 1.9735... Generator Loss: 0.1628 Epoch 1/2... Step: 3560... Discriminator Loss: 2.2610... Generator Loss: 0.1280 Epoch 1/2... Step: 3570... Discriminator Loss: 1.0272... Generator Loss: 2.6685 Epoch 1/2... Step: 3580... Discriminator Loss: 1.0477... Generator Loss: 0.7897 Epoch 1/2... Step: 3590... Discriminator Loss: 0.6931... Generator Loss: 0.9668 Epoch 1/2... Step: 3600... Discriminator Loss: 1.6204... Generator Loss: 0.3061 Cumulative Average Generator Loss / Discriminator Loss: 0.6655339002609253 Current Generator Loss / Discriminator Loss: 0.18889175355434418
Epoch 1/2... Step: 3610... Discriminator Loss: 1.0554... Generator Loss: 0.5360 Epoch 1/2... Step: 3620... Discriminator Loss: 0.7900... Generator Loss: 0.7394 Epoch 1/2... Step: 3630... Discriminator Loss: 0.8263... Generator Loss: 0.6697 Epoch 1/2... Step: 3640... Discriminator Loss: 0.6178... Generator Loss: 1.1893 Epoch 1/2... Step: 3650... Discriminator Loss: 0.4792... Generator Loss: 1.1332 Epoch 1/2... Step: 3660... Discriminator Loss: 2.5430... Generator Loss: 0.1076 Epoch 1/2... Step: 3670... Discriminator Loss: 0.7703... Generator Loss: 0.7685 Epoch 1/2... Step: 3680... Discriminator Loss: 1.3218... Generator Loss: 0.3974 Epoch 1/2... Step: 3690... Discriminator Loss: 0.3038... Generator Loss: 1.8144 Epoch 1/2... Step: 3700... Discriminator Loss: 1.3214... Generator Loss: 0.4147 Cumulative Average Generator Loss / Discriminator Loss: 0.6680647730827332 Current Generator Loss / Discriminator Loss: 0.31387296319007874
Epoch 1/2... Step: 3710... Discriminator Loss: 0.6043... Generator Loss: 1.0610 Epoch 1/2... Step: 3720... Discriminator Loss: 0.5128... Generator Loss: 1.2127 Epoch 1/2... Step: 3730... Discriminator Loss: 1.3775... Generator Loss: 0.3131 Epoch 1/2... Step: 3740... Discriminator Loss: 0.8530... Generator Loss: 0.6283 Epoch 1/2... Step: 3750... Discriminator Loss: 0.8891... Generator Loss: 0.7392 Epoch 2/2... Step: 3760... Discriminator Loss: 0.8311... Generator Loss: 1.9281 Epoch 2/2... Step: 3770... Discriminator Loss: 0.9267... Generator Loss: 0.6342 Epoch 2/2... Step: 3780... Discriminator Loss: 0.5443... Generator Loss: 2.4497 Epoch 2/2... Step: 3790... Discriminator Loss: 0.5173... Generator Loss: 1.1091 Epoch 2/2... Step: 3800... Discriminator Loss: 0.8754... Generator Loss: 0.6819 Cumulative Average Generator Loss / Discriminator Loss: 0.6804463863372803 Current Generator Loss / Discriminator Loss: 0.7790408730506897
Epoch 2/2... Step: 3810... Discriminator Loss: 0.6966... Generator Loss: 1.9463 Epoch 2/2... Step: 3820... Discriminator Loss: 1.6007... Generator Loss: 0.2543 Epoch 2/2... Step: 3830... Discriminator Loss: 0.8437... Generator Loss: 0.6461 Epoch 2/2... Step: 3840... Discriminator Loss: 1.4958... Generator Loss: 0.3377 Epoch 2/2... Step: 3850... Discriminator Loss: 0.8855... Generator Loss: 0.6859 Epoch 2/2... Step: 3860... Discriminator Loss: 0.5794... Generator Loss: 1.0599 Epoch 2/2... Step: 3870... Discriminator Loss: 1.3884... Generator Loss: 0.3660 Epoch 2/2... Step: 3880... Discriminator Loss: 1.4058... Generator Loss: 0.3526 Epoch 2/2... Step: 3890... Discriminator Loss: 0.3138... Generator Loss: 2.0237 Epoch 2/2... Step: 3900... Discriminator Loss: 0.7336... Generator Loss: 0.8283 Cumulative Average Generator Loss / Discriminator Loss: 0.6842947602272034 Current Generator Loss / Discriminator Loss: 1.1290903091430664
Epoch 2/2... Step: 3910... Discriminator Loss: 1.7552... Generator Loss: 0.2392 Epoch 2/2... Step: 3920... Discriminator Loss: 0.8121... Generator Loss: 0.7295 Epoch 2/2... Step: 3930... Discriminator Loss: 1.5271... Generator Loss: 0.3084 Epoch 2/2... Step: 3940... Discriminator Loss: 0.8780... Generator Loss: 0.6269 Epoch 2/2... Step: 3950... Discriminator Loss: 0.5610... Generator Loss: 1.1099 Epoch 2/2... Step: 3960... Discriminator Loss: 2.1747... Generator Loss: 0.1530 Epoch 2/2... Step: 3970... Discriminator Loss: 0.6843... Generator Loss: 1.1073 Epoch 2/2... Step: 3980... Discriminator Loss: 2.7087... Generator Loss: 0.0857 Epoch 2/2... Step: 3990... Discriminator Loss: 0.9078... Generator Loss: 1.1626 Epoch 2/2... Step: 4000... Discriminator Loss: 0.6904... Generator Loss: 0.8360 Cumulative Average Generator Loss / Discriminator Loss: 0.6792644262313843 Current Generator Loss / Discriminator Loss: 1.2108848094940186
Epoch 2/2... Step: 4010... Discriminator Loss: 0.5325... Generator Loss: 1.0468 Epoch 2/2... Step: 4020... Discriminator Loss: 0.8484... Generator Loss: 0.6841 Epoch 2/2... Step: 4030... Discriminator Loss: 0.8040... Generator Loss: 1.0337 Epoch 2/2... Step: 4040... Discriminator Loss: 0.5644... Generator Loss: 1.2594 Epoch 2/2... Step: 4050... Discriminator Loss: 1.1538... Generator Loss: 0.4820 Epoch 2/2... Step: 4060... Discriminator Loss: 1.0950... Generator Loss: 2.7466 Epoch 2/2... Step: 4070... Discriminator Loss: 0.9175... Generator Loss: 0.6756 Epoch 2/2... Step: 4080... Discriminator Loss: 1.0505... Generator Loss: 1.8618 Epoch 2/2... Step: 4090... Discriminator Loss: 0.8419... Generator Loss: 0.9086 Epoch 2/2... Step: 4100... Discriminator Loss: 0.7844... Generator Loss: 0.7956 Cumulative Average Generator Loss / Discriminator Loss: 0.6912484765052795 Current Generator Loss / Discriminator Loss: 1.0142799615859985
Epoch 2/2... Step: 4110... Discriminator Loss: 0.4892... Generator Loss: 1.1191 Epoch 2/2... Step: 4120... Discriminator Loss: 0.5738... Generator Loss: 1.2942 Epoch 2/2... Step: 4130... Discriminator Loss: 0.5420... Generator Loss: 1.2068 Epoch 2/2... Step: 4140... Discriminator Loss: 0.5931... Generator Loss: 1.1348 Epoch 2/2... Step: 4150... Discriminator Loss: 1.3487... Generator Loss: 0.3633 Epoch 2/2... Step: 4160... Discriminator Loss: 1.2872... Generator Loss: 0.5050 Epoch 2/2... Step: 4170... Discriminator Loss: 1.5940... Generator Loss: 0.2760 Epoch 2/2... Step: 4180... Discriminator Loss: 1.1615... Generator Loss: 0.4875 Epoch 2/2... Step: 4190... Discriminator Loss: 1.6364... Generator Loss: 0.2505 Epoch 2/2... Step: 4200... Discriminator Loss: 0.6370... Generator Loss: 0.9131 Cumulative Average Generator Loss / Discriminator Loss: 0.6927687525749207 Current Generator Loss / Discriminator Loss: 1.4334875345230103
Epoch 2/2... Step: 4210... Discriminator Loss: 0.9549... Generator Loss: 0.6565 Epoch 2/2... Step: 4220... Discriminator Loss: 1.2173... Generator Loss: 0.4395 Epoch 2/2... Step: 4230... Discriminator Loss: 0.4310... Generator Loss: 1.3004 Epoch 2/2... Step: 4240... Discriminator Loss: 0.4921... Generator Loss: 1.1077 Epoch 2/2... Step: 4250... Discriminator Loss: 0.6865... Generator Loss: 0.8931 Epoch 2/2... Step: 4260... Discriminator Loss: 1.0872... Generator Loss: 0.6321 Epoch 2/2... Step: 4270... Discriminator Loss: 0.7565... Generator Loss: 0.7965 Epoch 2/2... Step: 4280... Discriminator Loss: 1.2929... Generator Loss: 0.4833 Epoch 2/2... Step: 4290... Discriminator Loss: 0.6706... Generator Loss: 1.0276 Epoch 2/2... Step: 4300... Discriminator Loss: 0.9151... Generator Loss: 0.6564 Cumulative Average Generator Loss / Discriminator Loss: 0.6970537304878235 Current Generator Loss / Discriminator Loss: 0.7173264026641846
Epoch 2/2... Step: 4310... Discriminator Loss: 1.4778... Generator Loss: 0.3336 Epoch 2/2... Step: 4320... Discriminator Loss: 0.5917... Generator Loss: 2.5945 Epoch 2/2... Step: 4330... Discriminator Loss: 1.1535... Generator Loss: 0.4963 Epoch 2/2... Step: 4340... Discriminator Loss: 1.4211... Generator Loss: 0.3537 Epoch 2/2... Step: 4350... Discriminator Loss: 0.3027... Generator Loss: 2.2476 Epoch 2/2... Step: 4360... Discriminator Loss: 1.9289... Generator Loss: 0.2281 Epoch 2/2... Step: 4370... Discriminator Loss: 0.5295... Generator Loss: 1.0825 Epoch 2/2... Step: 4380... Discriminator Loss: 1.6175... Generator Loss: 0.3249 Epoch 2/2... Step: 4390... Discriminator Loss: 0.8577... Generator Loss: 0.6668 Epoch 2/2... Step: 4400... Discriminator Loss: 0.9947... Generator Loss: 0.6674 Cumulative Average Generator Loss / Discriminator Loss: 0.6998759508132935 Current Generator Loss / Discriminator Loss: 0.6709305644035339
Epoch 2/2... Step: 4410... Discriminator Loss: 2.1116... Generator Loss: 0.1605 Epoch 2/2... Step: 4420... Discriminator Loss: 1.2397... Generator Loss: 0.4129 Epoch 2/2... Step: 4430... Discriminator Loss: 0.8625... Generator Loss: 0.6527 Epoch 2/2... Step: 4440... Discriminator Loss: 0.6829... Generator Loss: 1.0016 Epoch 2/2... Step: 4450... Discriminator Loss: 0.4810... Generator Loss: 1.1939 Epoch 2/2... Step: 4460... Discriminator Loss: 1.1155... Generator Loss: 0.5049 Epoch 2/2... Step: 4470... Discriminator Loss: 1.1077... Generator Loss: 0.4754 Epoch 2/2... Step: 4480... Discriminator Loss: 0.3426... Generator Loss: 1.7450 Epoch 2/2... Step: 4490... Discriminator Loss: 0.8687... Generator Loss: 0.7413 Epoch 2/2... Step: 4500... Discriminator Loss: 1.8773... Generator Loss: 0.1997 Cumulative Average Generator Loss / Discriminator Loss: 0.6991077065467834 Current Generator Loss / Discriminator Loss: 0.10635282099246979
Epoch 2/2... Step: 4510... Discriminator Loss: 0.8743... Generator Loss: 0.6631 Epoch 2/2... Step: 4520... Discriminator Loss: 0.8467... Generator Loss: 0.8329 Epoch 2/2... Step: 4530... Discriminator Loss: 1.2483... Generator Loss: 0.3736 Epoch 2/2... Step: 4540... Discriminator Loss: 0.6949... Generator Loss: 3.8548 Epoch 2/2... Step: 4550... Discriminator Loss: 1.9330... Generator Loss: 0.1966 Epoch 2/2... Step: 4560... Discriminator Loss: 0.6249... Generator Loss: 1.0182 Epoch 2/2... Step: 4570... Discriminator Loss: 0.2927... Generator Loss: 1.6982 Epoch 2/2... Step: 4580... Discriminator Loss: 1.1433... Generator Loss: 0.4509 Epoch 2/2... Step: 4590... Discriminator Loss: 0.5258... Generator Loss: 1.0620 Epoch 2/2... Step: 4600... Discriminator Loss: 1.8949... Generator Loss: 0.1874 Cumulative Average Generator Loss / Discriminator Loss: 0.7054119110107422 Current Generator Loss / Discriminator Loss: 0.09889644384384155
Epoch 2/2... Step: 4610... Discriminator Loss: 0.4393... Generator Loss: 1.6051 Epoch 2/2... Step: 4620... Discriminator Loss: 0.7406... Generator Loss: 0.8068 Epoch 2/2... Step: 4630... Discriminator Loss: 0.7599... Generator Loss: 0.7394 Epoch 2/2... Step: 4640... Discriminator Loss: 1.4393... Generator Loss: 0.3536 Epoch 2/2... Step: 4650... Discriminator Loss: 0.5221... Generator Loss: 1.1197 Epoch 2/2... Step: 4660... Discriminator Loss: 0.4296... Generator Loss: 1.4399 Epoch 2/2... Step: 4670... Discriminator Loss: 2.6250... Generator Loss: 0.0968 Epoch 2/2... Step: 4680... Discriminator Loss: 1.0891... Generator Loss: 0.5229 Epoch 2/2... Step: 4690... Discriminator Loss: 0.6509... Generator Loss: 1.1212 Epoch 2/2... Step: 4700... Discriminator Loss: 0.6337... Generator Loss: 1.1421 Cumulative Average Generator Loss / Discriminator Loss: 0.7098643779754639 Current Generator Loss / Discriminator Loss: 1.8022359609603882
Epoch 2/2... Step: 4710... Discriminator Loss: 0.9088... Generator Loss: 0.6447 Epoch 2/2... Step: 4720... Discriminator Loss: 1.2132... Generator Loss: 0.4164 Epoch 2/2... Step: 4730... Discriminator Loss: 1.8478... Generator Loss: 0.2072 Epoch 2/2... Step: 4740... Discriminator Loss: 1.8460... Generator Loss: 0.2652 Epoch 2/2... Step: 4750... Discriminator Loss: 0.4352... Generator Loss: 1.2494 Epoch 2/2... Step: 4760... Discriminator Loss: 0.4754... Generator Loss: 1.5443 Epoch 2/2... Step: 4770... Discriminator Loss: 2.2902... Generator Loss: 0.1412 Epoch 2/2... Step: 4780... Discriminator Loss: 0.7088... Generator Loss: 1.3894 Epoch 2/2... Step: 4790... Discriminator Loss: 1.3402... Generator Loss: 0.4060 Epoch 2/2... Step: 4800... Discriminator Loss: 0.5674... Generator Loss: 1.0581 Cumulative Average Generator Loss / Discriminator Loss: 0.7081409096717834 Current Generator Loss / Discriminator Loss: 1.8647583723068237
Epoch 2/2... Step: 4810... Discriminator Loss: 1.1675... Generator Loss: 0.4777 Epoch 2/2... Step: 4820... Discriminator Loss: 0.5476... Generator Loss: 0.9720 Epoch 2/2... Step: 4830... Discriminator Loss: 0.8584... Generator Loss: 0.6656 Epoch 2/2... Step: 4840... Discriminator Loss: 0.5142... Generator Loss: 1.0270 Epoch 2/2... Step: 4850... Discriminator Loss: 0.9617... Generator Loss: 0.6125 Epoch 2/2... Step: 4860... Discriminator Loss: 0.9186... Generator Loss: 0.6724 Epoch 2/2... Step: 4870... Discriminator Loss: 1.2055... Generator Loss: 0.4533 Epoch 2/2... Step: 4880... Discriminator Loss: 0.3473... Generator Loss: 1.7173 Epoch 2/2... Step: 4890... Discriminator Loss: 1.0868... Generator Loss: 0.5225 Epoch 2/2... Step: 4900... Discriminator Loss: 1.4204... Generator Loss: 0.3779 Cumulative Average Generator Loss / Discriminator Loss: 0.7101426124572754 Current Generator Loss / Discriminator Loss: 0.26602140069007874
Epoch 2/2... Step: 4910... Discriminator Loss: 2.5094... Generator Loss: 0.1142 Epoch 2/2... Step: 4920... Discriminator Loss: 1.4309... Generator Loss: 0.3402 Epoch 2/2... Step: 4930... Discriminator Loss: 0.8333... Generator Loss: 0.6235 Epoch 2/2... Step: 4940... Discriminator Loss: 0.9195... Generator Loss: 2.8627 Epoch 2/2... Step: 4950... Discriminator Loss: 0.5701... Generator Loss: 1.1992 Epoch 2/2... Step: 4960... Discriminator Loss: 0.8241... Generator Loss: 0.8193 Epoch 2/2... Step: 4970... Discriminator Loss: 2.7455... Generator Loss: 0.0958 Epoch 2/2... Step: 4980... Discriminator Loss: 2.5016... Generator Loss: 6.0184 Epoch 2/2... Step: 4990... Discriminator Loss: 0.6724... Generator Loss: 0.9944 Epoch 2/2... Step: 5000... Discriminator Loss: 0.9789... Generator Loss: 0.5698 Cumulative Average Generator Loss / Discriminator Loss: 0.7166891694068909 Current Generator Loss / Discriminator Loss: 0.582140326499939
Epoch 2/2... Step: 5010... Discriminator Loss: 0.9732... Generator Loss: 0.5497 Epoch 2/2... Step: 5020... Discriminator Loss: 1.6345... Generator Loss: 4.8368 Epoch 2/2... Step: 5030... Discriminator Loss: 0.4584... Generator Loss: 1.3494 Epoch 2/2... Step: 5040... Discriminator Loss: 0.7565... Generator Loss: 0.9423 Epoch 2/2... Step: 5050... Discriminator Loss: 1.6145... Generator Loss: 0.2574 Epoch 2/2... Step: 5060... Discriminator Loss: 0.6145... Generator Loss: 2.0736 Epoch 2/2... Step: 5070... Discriminator Loss: 1.2632... Generator Loss: 0.3953 Epoch 2/2... Step: 5080... Discriminator Loss: 0.7467... Generator Loss: 0.7833 Epoch 2/2... Step: 5090... Discriminator Loss: 0.6068... Generator Loss: 0.9560 Epoch 2/2... Step: 5100... Discriminator Loss: 0.8296... Generator Loss: 0.8189 Cumulative Average Generator Loss / Discriminator Loss: 0.7273837327957153 Current Generator Loss / Discriminator Loss: 0.9870598912239075
Epoch 2/2... Step: 5110... Discriminator Loss: 0.5577... Generator Loss: 1.0585 Epoch 2/2... Step: 5120... Discriminator Loss: 1.6497... Generator Loss: 0.2798 Epoch 2/2... Step: 5130... Discriminator Loss: 0.9505... Generator Loss: 0.6166 Epoch 2/2... Step: 5140... Discriminator Loss: 1.0217... Generator Loss: 4.2422 Epoch 2/2... Step: 5150... Discriminator Loss: 0.6718... Generator Loss: 0.9249 Epoch 2/2... Step: 5160... Discriminator Loss: 1.7803... Generator Loss: 0.2119 Epoch 2/2... Step: 5170... Discriminator Loss: 0.6455... Generator Loss: 1.0046 Epoch 2/2... Step: 5180... Discriminator Loss: 1.0778... Generator Loss: 0.5810 Epoch 2/2... Step: 5190... Discriminator Loss: 0.8923... Generator Loss: 0.6290 Epoch 2/2... Step: 5200... Discriminator Loss: 1.8535... Generator Loss: 0.2094 Cumulative Average Generator Loss / Discriminator Loss: 0.730252742767334 Current Generator Loss / Discriminator Loss: 0.11297497898340225
Epoch 2/2... Step: 5210... Discriminator Loss: 1.0055... Generator Loss: 0.5200 Epoch 2/2... Step: 5220... Discriminator Loss: 0.4597... Generator Loss: 2.9850 Epoch 2/2... Step: 5230... Discriminator Loss: 1.1433... Generator Loss: 0.4484 Epoch 2/2... Step: 5240... Discriminator Loss: 1.0939... Generator Loss: 0.4738 Epoch 2/2... Step: 5250... Discriminator Loss: 0.8142... Generator Loss: 3.0519 Epoch 2/2... Step: 5260... Discriminator Loss: 0.8003... Generator Loss: 0.7354 Epoch 2/2... Step: 5270... Discriminator Loss: 0.9086... Generator Loss: 1.5585 Epoch 2/2... Step: 5280... Discriminator Loss: 0.4801... Generator Loss: 1.2598 Epoch 2/2... Step: 5290... Discriminator Loss: 1.8787... Generator Loss: 0.2256 Epoch 2/2... Step: 5300... Discriminator Loss: 1.9143... Generator Loss: 0.2266 Cumulative Average Generator Loss / Discriminator Loss: 0.7366471290588379 Current Generator Loss / Discriminator Loss: 0.11839888244867325
Epoch 2/2... Step: 5310... Discriminator Loss: 0.9880... Generator Loss: 0.6035 Epoch 2/2... Step: 5320... Discriminator Loss: 0.8887... Generator Loss: 0.7061 Epoch 2/2... Step: 5330... Discriminator Loss: 1.0479... Generator Loss: 0.5341 Epoch 2/2... Step: 5340... Discriminator Loss: 0.8072... Generator Loss: 0.8648 Epoch 2/2... Step: 5350... Discriminator Loss: 0.7092... Generator Loss: 0.8725 Epoch 2/2... Step: 5360... Discriminator Loss: 0.7975... Generator Loss: 0.7185 Epoch 2/2... Step: 5370... Discriminator Loss: 0.3989... Generator Loss: 1.2334 Epoch 2/2... Step: 5380... Discriminator Loss: 1.8716... Generator Loss: 0.1926 Epoch 2/2... Step: 5390... Discriminator Loss: 0.3551... Generator Loss: 1.3027 Epoch 2/2... Step: 5400... Discriminator Loss: 0.8559... Generator Loss: 0.7892 Cumulative Average Generator Loss / Discriminator Loss: 0.7389474511146545 Current Generator Loss / Discriminator Loss: 0.921966016292572
Epoch 2/2... Step: 5410... Discriminator Loss: 1.9128... Generator Loss: 0.1980 Epoch 2/2... Step: 5420... Discriminator Loss: 0.6157... Generator Loss: 0.9709 Epoch 2/2... Step: 5430... Discriminator Loss: 1.7406... Generator Loss: 0.2260 Epoch 2/2... Step: 5440... Discriminator Loss: 1.0949... Generator Loss: 4.1049 Epoch 2/2... Step: 5450... Discriminator Loss: 0.3270... Generator Loss: 1.5610 Epoch 2/2... Step: 5460... Discriminator Loss: 1.3400... Generator Loss: 0.3358 Epoch 2/2... Step: 5470... Discriminator Loss: 0.8109... Generator Loss: 0.6800 Epoch 2/2... Step: 5480... Discriminator Loss: 0.4330... Generator Loss: 1.4614 Epoch 2/2... Step: 5490... Discriminator Loss: 3.2707... Generator Loss: 0.0489 Epoch 2/2... Step: 5500... Discriminator Loss: 0.9275... Generator Loss: 0.6360 Cumulative Average Generator Loss / Discriminator Loss: 0.7405741214752197 Current Generator Loss / Discriminator Loss: 0.685681164264679
Epoch 2/2... Step: 5510... Discriminator Loss: 1.1929... Generator Loss: 3.2933 Epoch 2/2... Step: 5520... Discriminator Loss: 0.9125... Generator Loss: 0.7224 Epoch 2/2... Step: 5530... Discriminator Loss: 1.9086... Generator Loss: 0.2278 Epoch 2/2... Step: 5540... Discriminator Loss: 0.4693... Generator Loss: 1.2470 Epoch 2/2... Step: 5550... Discriminator Loss: 2.2639... Generator Loss: 0.1506 Epoch 2/2... Step: 5560... Discriminator Loss: 0.5675... Generator Loss: 0.9886 Epoch 2/2... Step: 5570... Discriminator Loss: 1.3558... Generator Loss: 0.3767 Epoch 2/2... Step: 5580... Discriminator Loss: 0.8191... Generator Loss: 0.7219 Epoch 2/2... Step: 5590... Discriminator Loss: 1.0976... Generator Loss: 0.5639 Epoch 2/2... Step: 5600... Discriminator Loss: 1.3153... Generator Loss: 0.3755 Cumulative Average Generator Loss / Discriminator Loss: 0.740341067314148 Current Generator Loss / Discriminator Loss: 0.28548961877822876
Epoch 2/2... Step: 5610... Discriminator Loss: 2.7368... Generator Loss: 0.0858 Epoch 2/2... Step: 5620... Discriminator Loss: 2.3270... Generator Loss: 0.1481 Epoch 2/2... Step: 5630... Discriminator Loss: 0.7598... Generator Loss: 0.8255 Epoch 2/2... Step: 5640... Discriminator Loss: 1.1869... Generator Loss: 0.4296 Epoch 2/2... Step: 5650... Discriminator Loss: 1.4816... Generator Loss: 0.3267 Epoch 2/2... Step: 5660... Discriminator Loss: 2.1271... Generator Loss: 0.1571 Epoch 2/2... Step: 5670... Discriminator Loss: 2.0074... Generator Loss: 0.1879 Epoch 2/2... Step: 5680... Discriminator Loss: 3.1419... Generator Loss: 0.0794 Epoch 2/2... Step: 5690... Discriminator Loss: 0.6605... Generator Loss: 1.0122 Epoch 2/2... Step: 5700... Discriminator Loss: 0.9190... Generator Loss: 0.7115 Cumulative Average Generator Loss / Discriminator Loss: 0.7266299724578857 Current Generator Loss / Discriminator Loss: 0.774174153804779
Epoch 2/2... Step: 5710... Discriminator Loss: 0.5417... Generator Loss: 1.0257 Epoch 2/2... Step: 5720... Discriminator Loss: 2.9042... Generator Loss: 0.0733 Epoch 2/2... Step: 5730... Discriminator Loss: 1.0048... Generator Loss: 0.5711 Epoch 2/2... Step: 5740... Discriminator Loss: 0.1443... Generator Loss: 2.6385 Epoch 2/2... Step: 5750... Discriminator Loss: 0.1544... Generator Loss: 3.4811 Epoch 2/2... Step: 5760... Discriminator Loss: 0.4568... Generator Loss: 1.8050 Epoch 2/2... Step: 5770... Discriminator Loss: 0.4648... Generator Loss: 1.1045 Epoch 2/2... Step: 5780... Discriminator Loss: 0.5265... Generator Loss: 1.1062 Epoch 2/2... Step: 5790... Discriminator Loss: 0.9469... Generator Loss: 0.6418 Epoch 2/2... Step: 5800... Discriminator Loss: 0.9052... Generator Loss: 0.6910 Cumulative Average Generator Loss / Discriminator Loss: 0.737747073173523 Current Generator Loss / Discriminator Loss: 0.7633390426635742
Epoch 2/2... Step: 5810... Discriminator Loss: 0.6008... Generator Loss: 1.8246 Epoch 2/2... Step: 5820... Discriminator Loss: 1.5488... Generator Loss: 0.3076 Epoch 2/2... Step: 5830... Discriminator Loss: 0.4335... Generator Loss: 1.2353 Epoch 2/2... Step: 5840... Discriminator Loss: 0.7102... Generator Loss: 0.8029 Epoch 2/2... Step: 5850... Discriminator Loss: 1.0957... Generator Loss: 0.4925 Epoch 2/2... Step: 5860... Discriminator Loss: 0.6705... Generator Loss: 1.1554 Epoch 2/2... Step: 5870... Discriminator Loss: 0.7245... Generator Loss: 2.4065 Epoch 2/2... Step: 5880... Discriminator Loss: 0.5185... Generator Loss: 3.2050 Epoch 2/2... Step: 5890... Discriminator Loss: 2.7923... Generator Loss: 0.0746 Epoch 2/2... Step: 5900... Discriminator Loss: 0.8496... Generator Loss: 0.8921 Cumulative Average Generator Loss / Discriminator Loss: 0.7453492879867554 Current Generator Loss / Discriminator Loss: 1.0500478744506836
Epoch 2/2... Step: 5910... Discriminator Loss: 1.6163... Generator Loss: 0.2473 Epoch 2/2... Step: 5920... Discriminator Loss: 0.8137... Generator Loss: 0.6687 Epoch 2/2... Step: 5930... Discriminator Loss: 0.4982... Generator Loss: 1.0882 Epoch 2/2... Step: 5940... Discriminator Loss: 0.9693... Generator Loss: 3.5766 Epoch 2/2... Step: 5950... Discriminator Loss: 1.9234... Generator Loss: 0.2119 Epoch 2/2... Step: 5960... Discriminator Loss: 0.8736... Generator Loss: 0.6379 Epoch 2/2... Step: 5970... Discriminator Loss: 1.5986... Generator Loss: 0.2958 Epoch 2/2... Step: 5980... Discriminator Loss: 0.5111... Generator Loss: 1.2307 Epoch 2/2... Step: 5990... Discriminator Loss: 0.5982... Generator Loss: 0.9861 Epoch 2/2... Step: 6000... Discriminator Loss: 0.5755... Generator Loss: 1.3335 Cumulative Average Generator Loss / Discriminator Loss: 0.7495524287223816 Current Generator Loss / Discriminator Loss: 2.3169286251068115
Epoch 2/2... Step: 6010... Discriminator Loss: 1.5027... Generator Loss: 0.3742 Epoch 2/2... Step: 6020... Discriminator Loss: 1.4852... Generator Loss: 0.3596 Epoch 2/2... Step: 6030... Discriminator Loss: 1.3829... Generator Loss: 0.3776 Epoch 2/2... Step: 6040... Discriminator Loss: 0.6987... Generator Loss: 0.9063 Epoch 2/2... Step: 6050... Discriminator Loss: 1.7337... Generator Loss: 0.2491 Epoch 2/2... Step: 6060... Discriminator Loss: 0.6375... Generator Loss: 0.8386 Epoch 2/2... Step: 6070... Discriminator Loss: 1.2454... Generator Loss: 0.3730 Epoch 2/2... Step: 6080... Discriminator Loss: 0.9117... Generator Loss: 0.5961 Epoch 2/2... Step: 6090... Discriminator Loss: 2.5746... Generator Loss: 0.1022 Epoch 2/2... Step: 6100... Discriminator Loss: 0.8873... Generator Loss: 0.6510 Cumulative Average Generator Loss / Discriminator Loss: 0.7423482537269592 Current Generator Loss / Discriminator Loss: 0.7336739301681519
Epoch 2/2... Step: 6110... Discriminator Loss: 0.4128... Generator Loss: 1.2019 Epoch 2/2... Step: 6120... Discriminator Loss: 0.4016... Generator Loss: 4.0406 Epoch 2/2... Step: 6130... Discriminator Loss: 1.0978... Generator Loss: 0.4629 Epoch 2/2... Step: 6140... Discriminator Loss: 0.4324... Generator Loss: 1.4906 Epoch 2/2... Step: 6150... Discriminator Loss: 0.6485... Generator Loss: 0.8771 Epoch 2/2... Step: 6160... Discriminator Loss: 1.0452... Generator Loss: 0.6138 Epoch 2/2... Step: 6170... Discriminator Loss: 1.2936... Generator Loss: 0.3953 Epoch 2/2... Step: 6180... Discriminator Loss: 2.4102... Generator Loss: 0.1325 Epoch 2/2... Step: 6190... Discriminator Loss: 0.5804... Generator Loss: 1.0885 Epoch 2/2... Step: 6200... Discriminator Loss: 0.3523... Generator Loss: 2.5028 Cumulative Average Generator Loss / Discriminator Loss: 0.7514776587486267 Current Generator Loss / Discriminator Loss: 7.104520797729492
Epoch 2/2... Step: 6210... Discriminator Loss: 1.0799... Generator Loss: 0.5916 Epoch 2/2... Step: 6220... Discriminator Loss: 2.3289... Generator Loss: 0.1379 Epoch 2/2... Step: 6230... Discriminator Loss: 3.5179... Generator Loss: 0.0409 Epoch 2/2... Step: 6240... Discriminator Loss: 0.7689... Generator Loss: 0.8284 Epoch 2/2... Step: 6250... Discriminator Loss: 1.3189... Generator Loss: 0.3963 Epoch 2/2... Step: 6260... Discriminator Loss: 0.2940... Generator Loss: 2.5552 Epoch 2/2... Step: 6270... Discriminator Loss: 0.8093... Generator Loss: 0.7451 Epoch 2/2... Step: 6280... Discriminator Loss: 1.0634... Generator Loss: 0.5485 Epoch 2/2... Step: 6290... Discriminator Loss: 0.9541... Generator Loss: 0.6431 Epoch 2/2... Step: 6300... Discriminator Loss: 1.1535... Generator Loss: 3.1761 Cumulative Average Generator Loss / Discriminator Loss: 0.7510231733322144 Current Generator Loss / Discriminator Loss: 2.75353741645813
Epoch 2/2... Step: 6310... Discriminator Loss: 2.1531... Generator Loss: 0.1878 Epoch 2/2... Step: 6320... Discriminator Loss: 0.3846... Generator Loss: 1.7251 Epoch 2/2... Step: 6330... Discriminator Loss: 0.5589... Generator Loss: 1.1074 Epoch 2/2... Step: 6340... Discriminator Loss: 2.9694... Generator Loss: 0.0841 Epoch 2/2... Step: 6350... Discriminator Loss: 0.7874... Generator Loss: 0.8716 Epoch 2/2... Step: 6360... Discriminator Loss: 2.4668... Generator Loss: 0.1380 Epoch 2/2... Step: 6370... Discriminator Loss: 0.5566... Generator Loss: 0.9924 Epoch 2/2... Step: 6380... Discriminator Loss: 1.1430... Generator Loss: 0.4355 Epoch 2/2... Step: 6390... Discriminator Loss: 0.3323... Generator Loss: 1.6355 Epoch 2/2... Step: 6400... Discriminator Loss: 0.6164... Generator Loss: 3.2555 Cumulative Average Generator Loss / Discriminator Loss: 0.7530218362808228 Current Generator Loss / Discriminator Loss: 5.2811102867126465
Epoch 2/2... Step: 6410... Discriminator Loss: 1.1863... Generator Loss: 0.5375 Epoch 2/2... Step: 6420... Discriminator Loss: 0.2193... Generator Loss: 2.1502 Epoch 2/2... Step: 6430... Discriminator Loss: 1.0083... Generator Loss: 0.5546 Epoch 2/2... Step: 6440... Discriminator Loss: 1.6117... Generator Loss: 0.2672 Epoch 2/2... Step: 6450... Discriminator Loss: 1.0822... Generator Loss: 0.5388 Epoch 2/2... Step: 6460... Discriminator Loss: 1.0429... Generator Loss: 2.7978 Epoch 2/2... Step: 6470... Discriminator Loss: 0.8040... Generator Loss: 0.6728 Epoch 2/2... Step: 6480... Discriminator Loss: 0.5530... Generator Loss: 2.7765 Epoch 2/2... Step: 6490... Discriminator Loss: 0.4106... Generator Loss: 1.3112 Epoch 2/2... Step: 6500... Discriminator Loss: 1.0328... Generator Loss: 0.5291 Cumulative Average Generator Loss / Discriminator Loss: 0.7603973746299744 Current Generator Loss / Discriminator Loss: 0.51229327917099
Epoch 2/2... Step: 6510... Discriminator Loss: 0.8367... Generator Loss: 0.6603 Epoch 2/2... Step: 6520... Discriminator Loss: 0.4988... Generator Loss: 1.3253 Epoch 2/2... Step: 6530... Discriminator Loss: 1.6562... Generator Loss: 0.3195 Epoch 2/2... Step: 6540... Discriminator Loss: 0.9355... Generator Loss: 0.6302 Epoch 2/2... Step: 6550... Discriminator Loss: 1.0122... Generator Loss: 0.6290 Epoch 2/2... Step: 6560... Discriminator Loss: 1.1301... Generator Loss: 0.4052 Epoch 2/2... Step: 6570... Discriminator Loss: 1.0763... Generator Loss: 0.5110 Epoch 2/2... Step: 6580... Discriminator Loss: 0.6587... Generator Loss: 0.8894 Epoch 2/2... Step: 6590... Discriminator Loss: 1.8518... Generator Loss: 6.3982 Epoch 2/2... Step: 6600... Discriminator Loss: 0.8809... Generator Loss: 0.6804 Cumulative Average Generator Loss / Discriminator Loss: 0.7663754820823669 Current Generator Loss / Discriminator Loss: 0.7723838686943054
Epoch 2/2... Step: 6610... Discriminator Loss: 0.4932... Generator Loss: 1.4048 Epoch 2/2... Step: 6620... Discriminator Loss: 0.4738... Generator Loss: 1.1489 Epoch 2/2... Step: 6630... Discriminator Loss: 0.4707... Generator Loss: 1.1841 Epoch 2/2... Step: 6640... Discriminator Loss: 0.6054... Generator Loss: 0.9270 Epoch 2/2... Step: 6650... Discriminator Loss: 0.8304... Generator Loss: 0.8509 Epoch 2/2... Step: 6660... Discriminator Loss: 0.5579... Generator Loss: 1.0788 Epoch 2/2... Step: 6670... Discriminator Loss: 1.4667... Generator Loss: 0.3942 Epoch 2/2... Step: 6680... Discriminator Loss: 0.6698... Generator Loss: 0.9361 Epoch 2/2... Step: 6690... Discriminator Loss: 0.9387... Generator Loss: 5.5724 Epoch 2/2... Step: 6700... Discriminator Loss: 1.2093... Generator Loss: 0.4584 Cumulative Average Generator Loss / Discriminator Loss: 0.7771016955375671 Current Generator Loss / Discriminator Loss: 0.3790875971317291
Epoch 2/2... Step: 6710... Discriminator Loss: 1.0928... Generator Loss: 0.4594 Epoch 2/2... Step: 6720... Discriminator Loss: 0.8491... Generator Loss: 0.6665 Epoch 2/2... Step: 6730... Discriminator Loss: 1.2696... Generator Loss: 0.4038 Epoch 2/2... Step: 6740... Discriminator Loss: 0.7600... Generator Loss: 0.7842 Epoch 2/2... Step: 6750... Discriminator Loss: 1.8630... Generator Loss: 0.3170 Epoch 2/2... Step: 6760... Discriminator Loss: 1.2306... Generator Loss: 0.5517 Epoch 2/2... Step: 6770... Discriminator Loss: 0.3325... Generator Loss: 1.5286 Epoch 2/2... Step: 6780... Discriminator Loss: 0.7662... Generator Loss: 4.0253 Epoch 2/2... Step: 6790... Discriminator Loss: 1.1349... Generator Loss: 0.4489 Epoch 2/2... Step: 6800... Discriminator Loss: 0.5388... Generator Loss: 1.2024 Cumulative Average Generator Loss / Discriminator Loss: 0.7807126045227051 Current Generator Loss / Discriminator Loss: 2.2316811084747314
Epoch 2/2... Step: 6810... Discriminator Loss: 1.5636... Generator Loss: 0.3728 Epoch 2/2... Step: 6820... Discriminator Loss: 0.7456... Generator Loss: 0.9441 Epoch 2/2... Step: 6830... Discriminator Loss: 1.4631... Generator Loss: 0.3003 Epoch 2/2... Step: 6840... Discriminator Loss: 0.5848... Generator Loss: 0.9158 Epoch 2/2... Step: 6850... Discriminator Loss: 1.3857... Generator Loss: 0.4329 Epoch 2/2... Step: 6860... Discriminator Loss: 2.1552... Generator Loss: 0.2209 Epoch 2/2... Step: 6870... Discriminator Loss: 0.3767... Generator Loss: 4.8314 Epoch 2/2... Step: 6880... Discriminator Loss: 1.0583... Generator Loss: 0.5321 Epoch 2/2... Step: 6890... Discriminator Loss: 1.1385... Generator Loss: 0.4561 Epoch 2/2... Step: 6900... Discriminator Loss: 0.1427... Generator Loss: 2.3447 Cumulative Average Generator Loss / Discriminator Loss: 0.7846913933753967 Current Generator Loss / Discriminator Loss: 16.435535430908203
Epoch 2/2... Step: 6910... Discriminator Loss: 0.9890... Generator Loss: 0.5441 Epoch 2/2... Step: 6920... Discriminator Loss: 0.9504... Generator Loss: 0.8362 Epoch 2/2... Step: 6930... Discriminator Loss: 0.8849... Generator Loss: 0.6822 Epoch 2/2... Step: 6940... Discriminator Loss: 0.3104... Generator Loss: 1.8352 Epoch 2/2... Step: 6950... Discriminator Loss: 0.4690... Generator Loss: 1.3148 Epoch 2/2... Step: 6960... Discriminator Loss: 0.4475... Generator Loss: 1.6619 Epoch 2/2... Step: 6970... Discriminator Loss: 0.6601... Generator Loss: 0.9035 Epoch 2/2... Step: 6980... Discriminator Loss: 0.7745... Generator Loss: 0.7969 Epoch 2/2... Step: 6990... Discriminator Loss: 1.0364... Generator Loss: 0.5604 Epoch 2/2... Step: 7000... Discriminator Loss: 2.4609... Generator Loss: 0.1171 Cumulative Average Generator Loss / Discriminator Loss: 0.7875188589096069 Current Generator Loss / Discriminator Loss: 0.047591082751750946
Epoch 2/2... Step: 7010... Discriminator Loss: 0.8640... Generator Loss: 0.6739 Epoch 2/2... Step: 7020... Discriminator Loss: 0.8210... Generator Loss: 0.7879 Epoch 2/2... Step: 7030... Discriminator Loss: 0.6868... Generator Loss: 0.8732 Epoch 2/2... Step: 7040... Discriminator Loss: 0.1924... Generator Loss: 2.0890 Epoch 2/2... Step: 7050... Discriminator Loss: 0.5232... Generator Loss: 1.0212 Epoch 2/2... Step: 7060... Discriminator Loss: 2.7678... Generator Loss: 0.0744 Epoch 2/2... Step: 7070... Discriminator Loss: 0.9232... Generator Loss: 0.6672 Epoch 2/2... Step: 7080... Discriminator Loss: 0.4838... Generator Loss: 1.1970 Epoch 2/2... Step: 7090... Discriminator Loss: 1.0825... Generator Loss: 0.5039 Epoch 2/2... Step: 7100... Discriminator Loss: 0.1574... Generator Loss: 3.7689 Cumulative Average Generator Loss / Discriminator Loss: 0.7938166856765747 Current Generator Loss / Discriminator Loss: 23.94062042236328
Epoch 2/2... Step: 7110... Discriminator Loss: 0.6075... Generator Loss: 1.0744 Epoch 2/2... Step: 7120... Discriminator Loss: 0.5200... Generator Loss: 1.2317 Epoch 2/2... Step: 7130... Discriminator Loss: 0.3147... Generator Loss: 1.6091 Epoch 2/2... Step: 7140... Discriminator Loss: 0.4526... Generator Loss: 1.6582 Epoch 2/2... Step: 7150... Discriminator Loss: 3.1634... Generator Loss: 0.0529 Epoch 2/2... Step: 7160... Discriminator Loss: 0.6824... Generator Loss: 1.0350 Epoch 2/2... Step: 7170... Discriminator Loss: 0.6006... Generator Loss: 1.0047 Epoch 2/2... Step: 7180... Discriminator Loss: 1.2149... Generator Loss: 0.4379 Epoch 2/2... Step: 7190... Discriminator Loss: 2.1567... Generator Loss: 0.1415 Epoch 2/2... Step: 7200... Discriminator Loss: 0.9114... Generator Loss: 0.6533 Cumulative Average Generator Loss / Discriminator Loss: 0.7943992614746094 Current Generator Loss / Discriminator Loss: 0.716797947883606
Epoch 2/2... Step: 7210... Discriminator Loss: 1.0206... Generator Loss: 0.5625 Epoch 2/2... Step: 7220... Discriminator Loss: 0.5977... Generator Loss: 1.2055 Epoch 2/2... Step: 7230... Discriminator Loss: 0.6589... Generator Loss: 0.9291 Epoch 2/2... Step: 7240... Discriminator Loss: 1.2746... Generator Loss: 0.4313 Epoch 2/2... Step: 7250... Discriminator Loss: 0.6474... Generator Loss: 0.9801 Epoch 2/2... Step: 7260... Discriminator Loss: 1.8057... Generator Loss: 0.2328 Epoch 2/2... Step: 7270... Discriminator Loss: 0.4459... Generator Loss: 1.4012 Epoch 2/2... Step: 7280... Discriminator Loss: 1.0120... Generator Loss: 0.5409 Epoch 2/2... Step: 7290... Discriminator Loss: 1.1393... Generator Loss: 0.4749 Epoch 2/2... Step: 7300... Discriminator Loss: 2.0079... Generator Loss: 0.1969 Cumulative Average Generator Loss / Discriminator Loss: 0.7925779819488525 Current Generator Loss / Discriminator Loss: 0.09805278480052948
Epoch 2/2... Step: 7310... Discriminator Loss: 2.1217... Generator Loss: 0.1593 Epoch 2/2... Step: 7320... Discriminator Loss: 0.4940... Generator Loss: 1.0753 Epoch 2/2... Step: 7330... Discriminator Loss: 0.5414... Generator Loss: 1.4922 Epoch 2/2... Step: 7340... Discriminator Loss: 0.8417... Generator Loss: 0.7421 Epoch 2/2... Step: 7350... Discriminator Loss: 0.7460... Generator Loss: 0.7111 Epoch 2/2... Step: 7360... Discriminator Loss: 1.0733... Generator Loss: 0.4641 Epoch 2/2... Step: 7370... Discriminator Loss: 0.6986... Generator Loss: 0.9191 Epoch 2/2... Step: 7380... Discriminator Loss: 0.5114... Generator Loss: 1.1593 Epoch 2/2... Step: 7390... Discriminator Loss: 1.2402... Generator Loss: 0.4158 Epoch 2/2... Step: 7400... Discriminator Loss: 1.8474... Generator Loss: 0.1846 Cumulative Average Generator Loss / Discriminator Loss: 0.791729748249054 Current Generator Loss / Discriminator Loss: 0.09990508109331131
Epoch 2/2... Step: 7410... Discriminator Loss: 2.0843... Generator Loss: 0.2010 Epoch 2/2... Step: 7420... Discriminator Loss: 1.8393... Generator Loss: 0.2290 Epoch 2/2... Step: 7430... Discriminator Loss: 1.8190... Generator Loss: 0.2205 Epoch 2/2... Step: 7440... Discriminator Loss: 0.9303... Generator Loss: 0.5773 Epoch 2/2... Step: 7450... Discriminator Loss: 2.6030... Generator Loss: 0.1095 Epoch 2/2... Step: 7460... Discriminator Loss: 0.8084... Generator Loss: 1.2516 Epoch 2/2... Step: 7470... Discriminator Loss: 1.8646... Generator Loss: 0.1931 Epoch 2/2... Step: 7480... Discriminator Loss: 0.6573... Generator Loss: 0.8404 Epoch 2/2... Step: 7490... Discriminator Loss: 1.3251... Generator Loss: 0.4000 Epoch 2/2... Step: 7500... Discriminator Loss: 1.1226... Generator Loss: 0.4842 Cumulative Average Generator Loss / Discriminator Loss: 0.7828440070152283 Current Generator Loss / Discriminator Loss: 0.4313283860683441
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.2
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Step: 10... Discriminator Loss: 2.2107... Generator Loss: 0.1456 Epoch 1/1... Step: 20... Discriminator Loss: 0.2086... Generator Loss: 5.2082 Epoch 1/1... Step: 30... Discriminator Loss: 0.2317... Generator Loss: 3.0020 Epoch 1/1... Step: 40... Discriminator Loss: 0.3394... Generator Loss: 1.5442 Epoch 1/1... Step: 50... Discriminator Loss: 0.6039... Generator Loss: 2.6940 Epoch 1/1... Step: 60... Discriminator Loss: 2.5616... Generator Loss: 0.0924 Epoch 1/1... Step: 70... Discriminator Loss: 0.6792... Generator Loss: 0.8867 Epoch 1/1... Step: 80... Discriminator Loss: 0.8176... Generator Loss: 0.7046 Epoch 1/1... Step: 90... Discriminator Loss: 0.7784... Generator Loss: 1.5780 Epoch 1/1... Step: 100... Discriminator Loss: 2.3036... Generator Loss: 0.1257 Cumulative Average Generator Loss / Discriminator Loss: 1.4887502193450928 Current Generator Loss / Discriminator Loss: 0.054565321654081345
Epoch 1/1... Step: 110... Discriminator Loss: 0.6603... Generator Loss: 2.1940 Epoch 1/1... Step: 120... Discriminator Loss: 1.3926... Generator Loss: 0.4210 Epoch 1/1... Step: 130... Discriminator Loss: 2.1155... Generator Loss: 0.1838 Epoch 1/1... Step: 140... Discriminator Loss: 1.5968... Generator Loss: 0.3385 Epoch 1/1... Step: 150... Discriminator Loss: 0.6527... Generator Loss: 1.1434 Epoch 1/1... Step: 160... Discriminator Loss: 0.7111... Generator Loss: 1.9781 Epoch 1/1... Step: 170... Discriminator Loss: 1.3746... Generator Loss: 0.3986 Epoch 1/1... Step: 180... Discriminator Loss: 1.4721... Generator Loss: 0.3108 Epoch 1/1... Step: 190... Discriminator Loss: 0.8788... Generator Loss: 0.7339 Epoch 1/1... Step: 200... Discriminator Loss: 1.1227... Generator Loss: 0.6487 Cumulative Average Generator Loss / Discriminator Loss: 1.0713353157043457 Current Generator Loss / Discriminator Loss: 0.5778168439865112
Epoch 1/1... Step: 210... Discriminator Loss: 0.8176... Generator Loss: 0.8747 Epoch 1/1... Step: 220... Discriminator Loss: 1.6247... Generator Loss: 0.2879 Epoch 1/1... Step: 230... Discriminator Loss: 3.0106... Generator Loss: 0.0582 Epoch 1/1... Step: 240... Discriminator Loss: 2.2705... Generator Loss: 0.1863 Epoch 1/1... Step: 250... Discriminator Loss: 1.0050... Generator Loss: 0.8374 Epoch 1/1... Step: 260... Discriminator Loss: 1.7945... Generator Loss: 0.2747 Epoch 1/1... Step: 270... Discriminator Loss: 1.1722... Generator Loss: 0.4866 Epoch 1/1... Step: 280... Discriminator Loss: 1.0687... Generator Loss: 0.6216 Epoch 1/1... Step: 290... Discriminator Loss: 0.7527... Generator Loss: 0.8829 Epoch 1/1... Step: 300... Discriminator Loss: 1.3495... Generator Loss: 0.4749 Cumulative Average Generator Loss / Discriminator Loss: 0.7801746726036072 Current Generator Loss / Discriminator Loss: 0.35193338990211487
Epoch 1/1... Step: 310... Discriminator Loss: 1.4643... Generator Loss: 0.3096 Epoch 1/1... Step: 320... Discriminator Loss: 1.7791... Generator Loss: 0.2178 Epoch 1/1... Step: 330... Discriminator Loss: 1.0597... Generator Loss: 3.7028 Epoch 1/1... Step: 340... Discriminator Loss: 0.7270... Generator Loss: 1.6809 Epoch 1/1... Step: 350... Discriminator Loss: 0.7829... Generator Loss: 1.4632 Epoch 1/1... Step: 360... Discriminator Loss: 1.5188... Generator Loss: 0.3110 Epoch 1/1... Step: 370... Discriminator Loss: 1.3984... Generator Loss: 0.3599 Epoch 1/1... Step: 380... Discriminator Loss: 0.9021... Generator Loss: 1.1215 Epoch 1/1... Step: 390... Discriminator Loss: 2.2874... Generator Loss: 0.1289 Epoch 1/1... Step: 400... Discriminator Loss: 1.3201... Generator Loss: 0.4850 Cumulative Average Generator Loss / Discriminator Loss: 0.7693768739700317 Current Generator Loss / Discriminator Loss: 0.3674219250679016
Epoch 1/1... Step: 410... Discriminator Loss: 1.9321... Generator Loss: 0.2425 Epoch 1/1... Step: 420... Discriminator Loss: 1.5220... Generator Loss: 0.3281 Epoch 1/1... Step: 430... Discriminator Loss: 0.7729... Generator Loss: 1.7528 Epoch 1/1... Step: 440... Discriminator Loss: 1.4628... Generator Loss: 0.3632 Epoch 1/1... Step: 450... Discriminator Loss: 1.6389... Generator Loss: 0.3001 Epoch 1/1... Step: 460... Discriminator Loss: 0.8783... Generator Loss: 1.1056 Epoch 1/1... Step: 470... Discriminator Loss: 1.0665... Generator Loss: 0.8280 Epoch 1/1... Step: 480... Discriminator Loss: 1.0759... Generator Loss: 0.5815 Epoch 1/1... Step: 490... Discriminator Loss: 0.9675... Generator Loss: 0.7411 Epoch 1/1... Step: 500... Discriminator Loss: 1.7245... Generator Loss: 0.2582 Cumulative Average Generator Loss / Discriminator Loss: 0.714059591293335 Current Generator Loss / Discriminator Loss: 0.14973358809947968
Epoch 1/1... Step: 510... Discriminator Loss: 1.2489... Generator Loss: 0.4608 Epoch 1/1... Step: 520... Discriminator Loss: 1.7654... Generator Loss: 0.2575 Epoch 1/1... Step: 530... Discriminator Loss: 1.5602... Generator Loss: 0.3346 Epoch 1/1... Step: 540... Discriminator Loss: 1.0930... Generator Loss: 0.9979 Epoch 1/1... Step: 550... Discriminator Loss: 1.7739... Generator Loss: 0.2524 Epoch 1/1... Step: 560... Discriminator Loss: 1.3940... Generator Loss: 0.4469 Epoch 1/1... Step: 570... Discriminator Loss: 1.5010... Generator Loss: 0.3642 Epoch 1/1... Step: 580... Discriminator Loss: 1.9409... Generator Loss: 0.1805 Epoch 1/1... Step: 590... Discriminator Loss: 1.3207... Generator Loss: 0.5108 Epoch 1/1... Step: 600... Discriminator Loss: 1.2289... Generator Loss: 0.5275 Cumulative Average Generator Loss / Discriminator Loss: 0.6345771551132202 Current Generator Loss / Discriminator Loss: 0.4292212724685669
Epoch 1/1... Step: 610... Discriminator Loss: 1.3799... Generator Loss: 0.3970 Epoch 1/1... Step: 620... Discriminator Loss: 1.4984... Generator Loss: 0.3487 Epoch 1/1... Step: 630... Discriminator Loss: 1.4992... Generator Loss: 0.3005 Epoch 1/1... Step: 640... Discriminator Loss: 1.0959... Generator Loss: 0.6696 Epoch 1/1... Step: 650... Discriminator Loss: 1.1797... Generator Loss: 0.5919 Epoch 1/1... Step: 660... Discriminator Loss: 1.3260... Generator Loss: 0.6078 Epoch 1/1... Step: 670... Discriminator Loss: 1.1936... Generator Loss: 0.6923 Epoch 1/1... Step: 680... Discriminator Loss: 1.1132... Generator Loss: 0.5602 Epoch 1/1... Step: 690... Discriminator Loss: 1.0304... Generator Loss: 0.7309 Epoch 1/1... Step: 700... Discriminator Loss: 1.3819... Generator Loss: 0.5838 Cumulative Average Generator Loss / Discriminator Loss: 0.6063959002494812 Current Generator Loss / Discriminator Loss: 0.4224366843700409
Epoch 1/1... Step: 710... Discriminator Loss: 1.1363... Generator Loss: 0.5758 Epoch 1/1... Step: 720... Discriminator Loss: 1.2161... Generator Loss: 0.5401 Epoch 1/1... Step: 730... Discriminator Loss: 1.2228... Generator Loss: 0.5161 Epoch 1/1... Step: 740... Discriminator Loss: 1.1206... Generator Loss: 0.6669 Epoch 1/1... Step: 750... Discriminator Loss: 0.9844... Generator Loss: 1.0558 Epoch 1/1... Step: 760... Discriminator Loss: 1.2848... Generator Loss: 0.4869 Epoch 1/1... Step: 770... Discriminator Loss: 1.3451... Generator Loss: 0.4470 Epoch 1/1... Step: 780... Discriminator Loss: 1.2368... Generator Loss: 0.4579 Epoch 1/1... Step: 790... Discriminator Loss: 1.0224... Generator Loss: 0.9698 Epoch 1/1... Step: 800... Discriminator Loss: 1.1080... Generator Loss: 0.7028 Cumulative Average Generator Loss / Discriminator Loss: 0.5999724268913269 Current Generator Loss / Discriminator Loss: 0.6342729926109314
Epoch 1/1... Step: 810... Discriminator Loss: 1.6534... Generator Loss: 0.2625 Epoch 1/1... Step: 820... Discriminator Loss: 1.6885... Generator Loss: 0.2437 Epoch 1/1... Step: 830... Discriminator Loss: 1.1726... Generator Loss: 1.1119 Epoch 1/1... Step: 840... Discriminator Loss: 1.4334... Generator Loss: 0.3577 Epoch 1/1... Step: 850... Discriminator Loss: 0.8967... Generator Loss: 0.8821 Epoch 1/1... Step: 860... Discriminator Loss: 1.2855... Generator Loss: 0.4572 Epoch 1/1... Step: 870... Discriminator Loss: 1.1496... Generator Loss: 0.9019 Epoch 1/1... Step: 880... Discriminator Loss: 1.1470... Generator Loss: 0.9436 Epoch 1/1... Step: 890... Discriminator Loss: 1.2314... Generator Loss: 0.4393 Epoch 1/1... Step: 900... Discriminator Loss: 0.9873... Generator Loss: 1.2781 Cumulative Average Generator Loss / Discriminator Loss: 0.5938462018966675 Current Generator Loss / Discriminator Loss: 1.2945281267166138
Epoch 1/1... Step: 910... Discriminator Loss: 1.6226... Generator Loss: 0.2882 Epoch 1/1... Step: 920... Discriminator Loss: 1.8125... Generator Loss: 0.2149 Epoch 1/1... Step: 930... Discriminator Loss: 1.8262... Generator Loss: 0.2369 Epoch 1/1... Step: 940... Discriminator Loss: 1.0133... Generator Loss: 1.3767 Epoch 1/1... Step: 950... Discriminator Loss: 1.9051... Generator Loss: 0.2045 Epoch 1/1... Step: 960... Discriminator Loss: 1.8655... Generator Loss: 0.2231 Epoch 1/1... Step: 970... Discriminator Loss: 2.2053... Generator Loss: 0.1382 Epoch 1/1... Step: 980... Discriminator Loss: 1.2546... Generator Loss: 0.5030 Epoch 1/1... Step: 990... Discriminator Loss: 1.0137... Generator Loss: 0.8261 Epoch 1/1... Step: 1000... Discriminator Loss: 1.3875... Generator Loss: 0.3847 Cumulative Average Generator Loss / Discriminator Loss: 0.5554788112640381 Current Generator Loss / Discriminator Loss: 0.27727654576301575
Epoch 1/1... Step: 1010... Discriminator Loss: 1.4309... Generator Loss: 0.3558 Epoch 1/1... Step: 1020... Discriminator Loss: 0.8389... Generator Loss: 1.0116 Epoch 1/1... Step: 1030... Discriminator Loss: 1.7600... Generator Loss: 0.2486 Epoch 1/1... Step: 1040... Discriminator Loss: 1.3147... Generator Loss: 0.4017 Epoch 1/1... Step: 1050... Discriminator Loss: 1.2664... Generator Loss: 0.4347 Epoch 1/1... Step: 1060... Discriminator Loss: 1.5048... Generator Loss: 0.3472 Epoch 1/1... Step: 1070... Discriminator Loss: 1.1659... Generator Loss: 0.4880 Epoch 1/1... Step: 1080... Discriminator Loss: 1.4524... Generator Loss: 0.4454 Epoch 1/1... Step: 1090... Discriminator Loss: 1.4747... Generator Loss: 0.3357 Epoch 1/1... Step: 1100... Discriminator Loss: 1.0540... Generator Loss: 1.0954 Cumulative Average Generator Loss / Discriminator Loss: 0.540273129940033 Current Generator Loss / Discriminator Loss: 1.039267659187317
Epoch 1/1... Step: 1110... Discriminator Loss: 1.4712... Generator Loss: 0.3360 Epoch 1/1... Step: 1120... Discriminator Loss: 2.0780... Generator Loss: 0.1593 Epoch 1/1... Step: 1130... Discriminator Loss: 2.0221... Generator Loss: 0.1883 Epoch 1/1... Step: 1140... Discriminator Loss: 0.9624... Generator Loss: 1.2316 Epoch 1/1... Step: 1150... Discriminator Loss: 1.6822... Generator Loss: 0.3130 Epoch 1/1... Step: 1160... Discriminator Loss: 2.1115... Generator Loss: 0.1606 Epoch 1/1... Step: 1170... Discriminator Loss: 1.0088... Generator Loss: 1.3961 Epoch 1/1... Step: 1180... Discriminator Loss: 1.0951... Generator Loss: 0.7982 Epoch 1/1... Step: 1190... Discriminator Loss: 1.4498... Generator Loss: 0.3446 Epoch 1/1... Step: 1200... Discriminator Loss: 1.2263... Generator Loss: 0.4228 Cumulative Average Generator Loss / Discriminator Loss: 0.5226987600326538 Current Generator Loss / Discriminator Loss: 0.3448091149330139
Epoch 1/1... Step: 1210... Discriminator Loss: 1.1027... Generator Loss: 1.2873 Epoch 1/1... Step: 1220... Discriminator Loss: 0.8530... Generator Loss: 0.9335 Epoch 1/1... Step: 1230... Discriminator Loss: 1.2046... Generator Loss: 0.5980 Epoch 1/1... Step: 1240... Discriminator Loss: 1.2930... Generator Loss: 0.4264 Epoch 1/1... Step: 1250... Discriminator Loss: 1.3274... Generator Loss: 0.4452 Epoch 1/1... Step: 1260... Discriminator Loss: 1.2992... Generator Loss: 0.4291 Epoch 1/1... Step: 1270... Discriminator Loss: 1.3468... Generator Loss: 0.3779 Epoch 1/1... Step: 1280... Discriminator Loss: 1.4949... Generator Loss: 0.3264 Epoch 1/1... Step: 1290... Discriminator Loss: 1.2498... Generator Loss: 0.5102 Epoch 1/1... Step: 1300... Discriminator Loss: 1.9360... Generator Loss: 0.1836 Cumulative Average Generator Loss / Discriminator Loss: 0.5149946212768555 Current Generator Loss / Discriminator Loss: 0.09480805695056915
Epoch 1/1... Step: 1310... Discriminator Loss: 0.9112... Generator Loss: 0.9520 Epoch 1/1... Step: 1320... Discriminator Loss: 1.1716... Generator Loss: 0.5146 Epoch 1/1... Step: 1330... Discriminator Loss: 0.9074... Generator Loss: 0.7747 Epoch 1/1... Step: 1340... Discriminator Loss: 1.4037... Generator Loss: 0.3858 Epoch 1/1... Step: 1350... Discriminator Loss: 1.2652... Generator Loss: 0.5756 Epoch 1/1... Step: 1360... Discriminator Loss: 0.9688... Generator Loss: 0.8199 Epoch 1/1... Step: 1370... Discriminator Loss: 1.0238... Generator Loss: 0.6334 Epoch 1/1... Step: 1380... Discriminator Loss: 1.1931... Generator Loss: 0.5816 Epoch 1/1... Step: 1390... Discriminator Loss: 1.0515... Generator Loss: 0.6989 Epoch 1/1... Step: 1400... Discriminator Loss: 1.7660... Generator Loss: 0.2454 Cumulative Average Generator Loss / Discriminator Loss: 0.5159476399421692 Current Generator Loss / Discriminator Loss: 0.13898353278636932
Epoch 1/1... Step: 1410... Discriminator Loss: 1.1056... Generator Loss: 1.6769 Epoch 1/1... Step: 1420... Discriminator Loss: 1.5608... Generator Loss: 0.2808 Epoch 1/1... Step: 1430... Discriminator Loss: 1.0455... Generator Loss: 0.6941 Epoch 1/1... Step: 1440... Discriminator Loss: 1.1204... Generator Loss: 1.6053 Epoch 1/1... Step: 1450... Discriminator Loss: 1.6874... Generator Loss: 0.2682 Epoch 1/1... Step: 1460... Discriminator Loss: 1.6404... Generator Loss: 0.2659 Epoch 1/1... Step: 1470... Discriminator Loss: 1.1036... Generator Loss: 0.7099 Epoch 1/1... Step: 1480... Discriminator Loss: 1.5486... Generator Loss: 0.2839 Epoch 1/1... Step: 1490... Discriminator Loss: 1.1808... Generator Loss: 0.6267 Epoch 1/1... Step: 1500... Discriminator Loss: 1.3403... Generator Loss: 0.3645 Cumulative Average Generator Loss / Discriminator Loss: 0.5154263973236084 Current Generator Loss / Discriminator Loss: 0.27194198966026306
Epoch 1/1... Step: 1510... Discriminator Loss: 1.8401... Generator Loss: 0.2089 Epoch 1/1... Step: 1520... Discriminator Loss: 1.0052... Generator Loss: 1.2103 Epoch 1/1... Step: 1530... Discriminator Loss: 1.0701... Generator Loss: 0.9406 Epoch 1/1... Step: 1540... Discriminator Loss: 1.3925... Generator Loss: 0.3765 Epoch 1/1... Step: 1550... Discriminator Loss: 0.9573... Generator Loss: 0.8692 Epoch 1/1... Step: 1560... Discriminator Loss: 1.7434... Generator Loss: 0.2364 Epoch 1/1... Step: 1570... Discriminator Loss: 1.5213... Generator Loss: 0.3016 Epoch 1/1... Step: 1580... Discriminator Loss: 0.9654... Generator Loss: 0.8638 Epoch 1/1... Step: 1590... Discriminator Loss: 1.0324... Generator Loss: 0.7944 Epoch 1/1... Step: 1600... Discriminator Loss: 0.7103... Generator Loss: 1.0088 Cumulative Average Generator Loss / Discriminator Loss: 0.5178160071372986 Current Generator Loss / Discriminator Loss: 1.4202234745025635
Epoch 1/1... Step: 1610... Discriminator Loss: 1.9555... Generator Loss: 0.1880 Epoch 1/1... Step: 1620... Discriminator Loss: 0.9656... Generator Loss: 0.7240 Epoch 1/1... Step: 1630... Discriminator Loss: 1.9844... Generator Loss: 0.1708 Epoch 1/1... Step: 1640... Discriminator Loss: 1.2320... Generator Loss: 0.4705 Epoch 1/1... Step: 1650... Discriminator Loss: 1.6447... Generator Loss: 0.2494 Epoch 1/1... Step: 1660... Discriminator Loss: 0.8683... Generator Loss: 1.2672 Epoch 1/1... Step: 1670... Discriminator Loss: 1.4444... Generator Loss: 0.3671 Epoch 1/1... Step: 1680... Discriminator Loss: 1.3053... Generator Loss: 0.4399 Epoch 1/1... Step: 1690... Discriminator Loss: 2.1682... Generator Loss: 0.1411 Epoch 1/1... Step: 1700... Discriminator Loss: 1.6673... Generator Loss: 0.2693 Cumulative Average Generator Loss / Discriminator Loss: 0.5018473267555237 Current Generator Loss / Discriminator Loss: 0.16149698197841644
Epoch 1/1... Step: 1710... Discriminator Loss: 1.5621... Generator Loss: 0.2711 Epoch 1/1... Step: 1720... Discriminator Loss: 1.0339... Generator Loss: 1.2951 Epoch 1/1... Step: 1730... Discriminator Loss: 1.7839... Generator Loss: 0.2232 Epoch 1/1... Step: 1740... Discriminator Loss: 1.0493... Generator Loss: 1.1098 Epoch 1/1... Step: 1750... Discriminator Loss: 1.2615... Generator Loss: 0.5007 Epoch 1/1... Step: 1760... Discriminator Loss: 0.8236... Generator Loss: 0.9600 Epoch 1/1... Step: 1770... Discriminator Loss: 1.0831... Generator Loss: 0.5878 Epoch 1/1... Step: 1780... Discriminator Loss: 0.9985... Generator Loss: 0.7692 Epoch 1/1... Step: 1790... Discriminator Loss: 2.0782... Generator Loss: 0.1724 Epoch 1/1... Step: 1800... Discriminator Loss: 1.0973... Generator Loss: 0.5140 Cumulative Average Generator Loss / Discriminator Loss: 0.5018220543861389 Current Generator Loss / Discriminator Loss: 0.46840915083885193
Epoch 1/1... Step: 1810... Discriminator Loss: 1.4759... Generator Loss: 0.3539 Epoch 1/1... Step: 1820... Discriminator Loss: 1.4592... Generator Loss: 0.3659 Epoch 1/1... Step: 1830... Discriminator Loss: 1.4497... Generator Loss: 0.3751 Epoch 1/1... Step: 1840... Discriminator Loss: 1.0609... Generator Loss: 0.5926 Epoch 1/1... Step: 1850... Discriminator Loss: 1.0497... Generator Loss: 0.8232 Epoch 1/1... Step: 1860... Discriminator Loss: 1.4495... Generator Loss: 0.3578 Epoch 1/1... Step: 1870... Discriminator Loss: 0.7657... Generator Loss: 1.0695 Epoch 1/1... Step: 1880... Discriminator Loss: 0.9292... Generator Loss: 0.7806 Epoch 1/1... Step: 1890... Discriminator Loss: 1.0507... Generator Loss: 0.8149 Epoch 1/1... Step: 1900... Discriminator Loss: 1.5724... Generator Loss: 0.2780 Cumulative Average Generator Loss / Discriminator Loss: 0.5004555583000183 Current Generator Loss / Discriminator Loss: 0.1768321543931961
Epoch 1/1... Step: 1910... Discriminator Loss: 1.2315... Generator Loss: 0.4947 Epoch 1/1... Step: 1920... Discriminator Loss: 1.5735... Generator Loss: 0.3064 Epoch 1/1... Step: 1930... Discriminator Loss: 1.3872... Generator Loss: 0.4054 Epoch 1/1... Step: 1940... Discriminator Loss: 1.1560... Generator Loss: 0.5978 Epoch 1/1... Step: 1950... Discriminator Loss: 0.8184... Generator Loss: 0.9835 Epoch 1/1... Step: 1960... Discriminator Loss: 1.9874... Generator Loss: 0.1651 Epoch 1/1... Step: 1970... Discriminator Loss: 1.4235... Generator Loss: 0.3465 Epoch 1/1... Step: 1980... Discriminator Loss: 1.0333... Generator Loss: 0.5700 Epoch 1/1... Step: 1990... Discriminator Loss: 1.7579... Generator Loss: 0.2374 Epoch 1/1... Step: 2000... Discriminator Loss: 1.1391... Generator Loss: 0.5398 Cumulative Average Generator Loss / Discriminator Loss: 0.492453008890152 Current Generator Loss / Discriminator Loss: 0.47390541434288025
Epoch 1/1... Step: 2010... Discriminator Loss: 1.3421... Generator Loss: 0.4251 Epoch 1/1... Step: 2020... Discriminator Loss: 1.3598... Generator Loss: 0.3679 Epoch 1/1... Step: 2030... Discriminator Loss: 1.0724... Generator Loss: 0.5418 Epoch 1/1... Step: 2040... Discriminator Loss: 1.0217... Generator Loss: 0.6582 Epoch 1/1... Step: 2050... Discriminator Loss: 0.9813... Generator Loss: 0.6802 Epoch 1/1... Step: 2060... Discriminator Loss: 1.2239... Generator Loss: 0.5856 Epoch 1/1... Step: 2070... Discriminator Loss: 0.7902... Generator Loss: 1.2115 Epoch 1/1... Step: 2080... Discriminator Loss: 1.4062... Generator Loss: 0.3585 Epoch 1/1... Step: 2090... Discriminator Loss: 1.6006... Generator Loss: 0.2808 Epoch 1/1... Step: 2100... Discriminator Loss: 1.2402... Generator Loss: 0.4599 Cumulative Average Generator Loss / Discriminator Loss: 0.49115365743637085 Current Generator Loss / Discriminator Loss: 0.3708210289478302
Epoch 1/1... Step: 2110... Discriminator Loss: 0.9304... Generator Loss: 0.7746 Epoch 1/1... Step: 2120... Discriminator Loss: 1.1041... Generator Loss: 0.5413 Epoch 1/1... Step: 2130... Discriminator Loss: 1.3049... Generator Loss: 0.4756 Epoch 1/1... Step: 2140... Discriminator Loss: 1.2517... Generator Loss: 0.4555 Epoch 1/1... Step: 2150... Discriminator Loss: 0.9958... Generator Loss: 1.1355 Epoch 1/1... Step: 2160... Discriminator Loss: 0.9909... Generator Loss: 0.9348 Epoch 1/1... Step: 2170... Discriminator Loss: 1.2573... Generator Loss: 0.4101 Epoch 1/1... Step: 2180... Discriminator Loss: 1.5612... Generator Loss: 0.2849 Epoch 1/1... Step: 2190... Discriminator Loss: 1.0477... Generator Loss: 0.7046 Epoch 1/1... Step: 2200... Discriminator Loss: 0.9788... Generator Loss: 0.7776 Cumulative Average Generator Loss / Discriminator Loss: 0.4942283034324646 Current Generator Loss / Discriminator Loss: 0.7944527268409729
Epoch 1/1... Step: 2210... Discriminator Loss: 1.9180... Generator Loss: 0.2053 Epoch 1/1... Step: 2220... Discriminator Loss: 1.4289... Generator Loss: 0.3855 Epoch 1/1... Step: 2230... Discriminator Loss: 1.1812... Generator Loss: 0.4916 Epoch 1/1... Step: 2240... Discriminator Loss: 1.2939... Generator Loss: 0.4453 Epoch 1/1... Step: 2250... Discriminator Loss: 1.1261... Generator Loss: 0.7099 Epoch 1/1... Step: 2260... Discriminator Loss: 1.2287... Generator Loss: 1.0111 Epoch 1/1... Step: 2270... Discriminator Loss: 1.1267... Generator Loss: 0.6325 Epoch 1/1... Step: 2280... Discriminator Loss: 1.3982... Generator Loss: 0.3689 Epoch 1/1... Step: 2290... Discriminator Loss: 1.8972... Generator Loss: 0.2020 Epoch 1/1... Step: 2300... Discriminator Loss: 0.9754... Generator Loss: 0.8925 Cumulative Average Generator Loss / Discriminator Loss: 0.48969849944114685 Current Generator Loss / Discriminator Loss: 0.9150239825248718
Epoch 1/1... Step: 2310... Discriminator Loss: 1.1599... Generator Loss: 0.6224 Epoch 1/1... Step: 2320... Discriminator Loss: 1.6372... Generator Loss: 0.2799 Epoch 1/1... Step: 2330... Discriminator Loss: 1.2336... Generator Loss: 0.6567 Epoch 1/1... Step: 2340... Discriminator Loss: 1.5066... Generator Loss: 0.3086 Epoch 1/1... Step: 2350... Discriminator Loss: 1.7861... Generator Loss: 0.2127 Epoch 1/1... Step: 2360... Discriminator Loss: 1.6189... Generator Loss: 0.2752 Epoch 1/1... Step: 2370... Discriminator Loss: 1.2383... Generator Loss: 0.4356 Epoch 1/1... Step: 2380... Discriminator Loss: 0.6500... Generator Loss: 1.5648 Epoch 1/1... Step: 2390... Discriminator Loss: 1.5302... Generator Loss: 0.3825 Epoch 1/1... Step: 2400... Discriminator Loss: 1.1854... Generator Loss: 0.7175 Cumulative Average Generator Loss / Discriminator Loss: 0.4859564006328583 Current Generator Loss / Discriminator Loss: 0.6052517294883728
Epoch 1/1... Step: 2410... Discriminator Loss: 0.7031... Generator Loss: 1.1128 Epoch 1/1... Step: 2420... Discriminator Loss: 1.2065... Generator Loss: 0.6886 Epoch 1/1... Step: 2430... Discriminator Loss: 1.5629... Generator Loss: 0.3156 Epoch 1/1... Step: 2440... Discriminator Loss: 0.8333... Generator Loss: 1.1193 Epoch 1/1... Step: 2450... Discriminator Loss: 1.5477... Generator Loss: 0.3280 Epoch 1/1... Step: 2460... Discriminator Loss: 1.3860... Generator Loss: 0.3762 Epoch 1/1... Step: 2470... Discriminator Loss: 1.6905... Generator Loss: 0.2704 Epoch 1/1... Step: 2480... Discriminator Loss: 1.4066... Generator Loss: 0.4155 Epoch 1/1... Step: 2490... Discriminator Loss: 0.8197... Generator Loss: 0.7121 Epoch 1/1... Step: 2500... Discriminator Loss: 1.1034... Generator Loss: 0.6280 Cumulative Average Generator Loss / Discriminator Loss: 0.48598310351371765 Current Generator Loss / Discriminator Loss: 0.5691433548927307
Epoch 1/1... Step: 2510... Discriminator Loss: 1.7945... Generator Loss: 0.2363 Epoch 1/1... Step: 2520... Discriminator Loss: 0.8231... Generator Loss: 1.2672 Epoch 1/1... Step: 2530... Discriminator Loss: 0.9516... Generator Loss: 0.6866 Epoch 1/1... Step: 2540... Discriminator Loss: 1.7432... Generator Loss: 0.2357 Epoch 1/1... Step: 2550... Discriminator Loss: 1.3263... Generator Loss: 0.4181 Epoch 1/1... Step: 2560... Discriminator Loss: 1.1365... Generator Loss: 0.5309 Epoch 1/1... Step: 2570... Discriminator Loss: 1.5633... Generator Loss: 0.3192 Epoch 1/1... Step: 2580... Discriminator Loss: 1.7170... Generator Loss: 0.2429 Epoch 1/1... Step: 2590... Discriminator Loss: 1.2931... Generator Loss: 0.5366 Epoch 1/1... Step: 2600... Discriminator Loss: 1.4082... Generator Loss: 0.4499 Cumulative Average Generator Loss / Discriminator Loss: 0.48081040382385254 Current Generator Loss / Discriminator Loss: 0.319486528635025
Epoch 1/1... Step: 2610... Discriminator Loss: 1.2949... Generator Loss: 0.4855 Epoch 1/1... Step: 2620... Discriminator Loss: 1.2516... Generator Loss: 0.5984 Epoch 1/1... Step: 2630... Discriminator Loss: 2.0036... Generator Loss: 0.1749 Epoch 1/1... Step: 2640... Discriminator Loss: 1.1440... Generator Loss: 0.5574 Epoch 1/1... Step: 2650... Discriminator Loss: 1.1996... Generator Loss: 1.3338 Epoch 1/1... Step: 2660... Discriminator Loss: 0.9887... Generator Loss: 0.7777 Epoch 1/1... Step: 2670... Discriminator Loss: 1.8391... Generator Loss: 0.2164 Epoch 1/1... Step: 2680... Discriminator Loss: 1.4215... Generator Loss: 0.4044 Epoch 1/1... Step: 2690... Discriminator Loss: 0.7788... Generator Loss: 0.7728 Epoch 1/1... Step: 2700... Discriminator Loss: 1.1922... Generator Loss: 0.4982 Cumulative Average Generator Loss / Discriminator Loss: 0.4794369637966156 Current Generator Loss / Discriminator Loss: 0.41785722970962524
Epoch 1/1... Step: 2710... Discriminator Loss: 1.2099... Generator Loss: 0.5776 Epoch 1/1... Step: 2720... Discriminator Loss: 1.1606... Generator Loss: 1.0960 Epoch 1/1... Step: 2730... Discriminator Loss: 1.6555... Generator Loss: 0.2555 Epoch 1/1... Step: 2740... Discriminator Loss: 1.0633... Generator Loss: 0.8420 Epoch 1/1... Step: 2750... Discriminator Loss: 0.7233... Generator Loss: 0.9793 Epoch 1/1... Step: 2760... Discriminator Loss: 1.4830... Generator Loss: 0.3592 Epoch 1/1... Step: 2770... Discriminator Loss: 1.6041... Generator Loss: 0.2789 Epoch 1/1... Step: 2780... Discriminator Loss: 2.2944... Generator Loss: 0.1414 Epoch 1/1... Step: 2790... Discriminator Loss: 1.7723... Generator Loss: 0.2536 Epoch 1/1... Step: 2800... Discriminator Loss: 1.3933... Generator Loss: 1.7689 Cumulative Average Generator Loss / Discriminator Loss: 0.4785348176956177 Current Generator Loss / Discriminator Loss: 1.269586443901062
Epoch 1/1... Step: 2810... Discriminator Loss: 1.2284... Generator Loss: 0.4653 Epoch 1/1... Step: 2820... Discriminator Loss: 1.7330... Generator Loss: 0.2396 Epoch 1/1... Step: 2830... Discriminator Loss: 1.3575... Generator Loss: 0.3833 Epoch 1/1... Step: 2840... Discriminator Loss: 1.7931... Generator Loss: 0.2131 Epoch 1/1... Step: 2850... Discriminator Loss: 1.7920... Generator Loss: 0.2227 Epoch 1/1... Step: 2860... Discriminator Loss: 1.0405... Generator Loss: 0.6282 Epoch 1/1... Step: 2870... Discriminator Loss: 1.2393... Generator Loss: 0.4566 Epoch 1/1... Step: 2880... Discriminator Loss: 1.6344... Generator Loss: 0.2801 Epoch 1/1... Step: 2890... Discriminator Loss: 1.6464... Generator Loss: 0.2975 Epoch 1/1... Step: 2900... Discriminator Loss: 1.2181... Generator Loss: 0.6905 Cumulative Average Generator Loss / Discriminator Loss: 0.4703090786933899 Current Generator Loss / Discriminator Loss: 0.5668631792068481
Epoch 1/1... Step: 2910... Discriminator Loss: 1.1427... Generator Loss: 0.4944 Epoch 1/1... Step: 2920... Discriminator Loss: 0.8035... Generator Loss: 1.0991 Epoch 1/1... Step: 2930... Discriminator Loss: 1.3734... Generator Loss: 0.3642 Epoch 1/1... Step: 2940... Discriminator Loss: 1.7830... Generator Loss: 0.2730 Epoch 1/1... Step: 2950... Discriminator Loss: 1.4873... Generator Loss: 0.3329 Epoch 1/1... Step: 2960... Discriminator Loss: 1.2657... Generator Loss: 0.3906 Epoch 1/1... Step: 2970... Discriminator Loss: 1.1410... Generator Loss: 0.5028 Epoch 1/1... Step: 2980... Discriminator Loss: 1.8459... Generator Loss: 0.2058 Epoch 1/1... Step: 2990... Discriminator Loss: 1.0861... Generator Loss: 0.7830 Epoch 1/1... Step: 3000... Discriminator Loss: 1.4159... Generator Loss: 0.4087 Cumulative Average Generator Loss / Discriminator Loss: 0.4667207896709442 Current Generator Loss / Discriminator Loss: 0.2886453866958618
Epoch 1/1... Step: 3010... Discriminator Loss: 0.6279... Generator Loss: 1.5113 Epoch 1/1... Step: 3020... Discriminator Loss: 0.8800... Generator Loss: 0.8601 Epoch 1/1... Step: 3030... Discriminator Loss: 1.2381... Generator Loss: 0.4364 Epoch 1/1... Step: 3040... Discriminator Loss: 1.2860... Generator Loss: 0.4045 Epoch 1/1... Step: 3050... Discriminator Loss: 2.0236... Generator Loss: 0.2211 Epoch 1/1... Step: 3060... Discriminator Loss: 1.5243... Generator Loss: 0.3257 Epoch 1/1... Step: 3070... Discriminator Loss: 2.0797... Generator Loss: 0.1613 Epoch 1/1... Step: 3080... Discriminator Loss: 0.9869... Generator Loss: 0.6983 Epoch 1/1... Step: 3090... Discriminator Loss: 0.8832... Generator Loss: 0.7055 Epoch 1/1... Step: 3100... Discriminator Loss: 1.4376... Generator Loss: 0.3396 Cumulative Average Generator Loss / Discriminator Loss: 0.4657718241214752 Current Generator Loss / Discriminator Loss: 0.23620955646038055
Epoch 1/1... Step: 3110... Discriminator Loss: 1.4060... Generator Loss: 0.4123 Epoch 1/1... Step: 3120... Discriminator Loss: 1.5154... Generator Loss: 0.3325 Epoch 1/1... Step: 3130... Discriminator Loss: 1.9106... Generator Loss: 0.1922 Epoch 1/1... Step: 3140... Discriminator Loss: 1.8660... Generator Loss: 0.2077 Epoch 1/1... Step: 3150... Discriminator Loss: 1.0608... Generator Loss: 0.6020 Epoch 1/1... Step: 3160... Discriminator Loss: 1.6737... Generator Loss: 0.2637 Epoch 1/1... Step: 3170... Discriminator Loss: 1.1459... Generator Loss: 0.5884 Epoch 1/1... Step: 3180... Discriminator Loss: 0.6980... Generator Loss: 1.3451 Epoch 1/1... Step: 3190... Discriminator Loss: 2.1149... Generator Loss: 0.1599 Epoch 1/1... Step: 3200... Discriminator Loss: 1.8084... Generator Loss: 0.2303 Cumulative Average Generator Loss / Discriminator Loss: 0.4593023359775543 Current Generator Loss / Discriminator Loss: 0.12737222015857697
Epoch 1/1... Step: 3210... Discriminator Loss: 1.4598... Generator Loss: 0.3289 Epoch 1/1... Step: 3220... Discriminator Loss: 2.0313... Generator Loss: 0.1687 Epoch 1/1... Step: 3230... Discriminator Loss: 1.3556... Generator Loss: 0.4545 Epoch 1/1... Step: 3240... Discriminator Loss: 1.1997... Generator Loss: 0.4431 Epoch 1/1... Step: 3250... Discriminator Loss: 1.3035... Generator Loss: 0.3989 Epoch 1/1... Step: 3260... Discriminator Loss: 1.3257... Generator Loss: 0.4284 Epoch 1/1... Step: 3270... Discriminator Loss: 1.1135... Generator Loss: 0.5733 Epoch 1/1... Step: 3280... Discriminator Loss: 0.9583... Generator Loss: 0.7419 Epoch 1/1... Step: 3290... Discriminator Loss: 2.0282... Generator Loss: 0.1715 Epoch 1/1... Step: 3300... Discriminator Loss: 1.2968... Generator Loss: 0.4449 Cumulative Average Generator Loss / Discriminator Loss: 0.454034686088562 Current Generator Loss / Discriminator Loss: 0.34307539463043213
Epoch 1/1... Step: 3310... Discriminator Loss: 1.0453... Generator Loss: 0.7429 Epoch 1/1... Step: 3320... Discriminator Loss: 1.2910... Generator Loss: 0.4562 Epoch 1/1... Step: 3330... Discriminator Loss: 1.4786... Generator Loss: 0.3565 Epoch 1/1... Step: 3340... Discriminator Loss: 1.1968... Generator Loss: 0.4984 Epoch 1/1... Step: 3350... Discriminator Loss: 0.9989... Generator Loss: 0.7626 Epoch 1/1... Step: 3360... Discriminator Loss: 1.2438... Generator Loss: 0.6556 Epoch 1/1... Step: 3370... Discriminator Loss: 1.0945... Generator Loss: 0.5894 Epoch 1/1... Step: 3380... Discriminator Loss: 1.6016... Generator Loss: 0.2529 Epoch 1/1... Step: 3390... Discriminator Loss: 1.1171... Generator Loss: 0.9820 Epoch 1/1... Step: 3400... Discriminator Loss: 0.7039... Generator Loss: 1.1257 Cumulative Average Generator Loss / Discriminator Loss: 0.456427663564682 Current Generator Loss / Discriminator Loss: 1.5992701053619385
Epoch 1/1... Step: 3410... Discriminator Loss: 1.3412... Generator Loss: 0.4874 Epoch 1/1... Step: 3420... Discriminator Loss: 1.2369... Generator Loss: 0.6572 Epoch 1/1... Step: 3430... Discriminator Loss: 1.6249... Generator Loss: 0.3182 Epoch 1/1... Step: 3440... Discriminator Loss: 1.9839... Generator Loss: 0.1933 Epoch 1/1... Step: 3450... Discriminator Loss: 1.3364... Generator Loss: 0.4151 Epoch 1/1... Step: 3460... Discriminator Loss: 1.9086... Generator Loss: 0.1960 Epoch 1/1... Step: 3470... Discriminator Loss: 1.2541... Generator Loss: 0.5085 Epoch 1/1... Step: 3480... Discriminator Loss: 1.2132... Generator Loss: 0.4175 Epoch 1/1... Step: 3490... Discriminator Loss: 1.2644... Generator Loss: 0.4600 Epoch 1/1... Step: 3500... Discriminator Loss: 0.9489... Generator Loss: 0.7952 Cumulative Average Generator Loss / Discriminator Loss: 0.45213583111763 Current Generator Loss / Discriminator Loss: 0.8379987478256226
Epoch 1/1... Step: 3510... Discriminator Loss: 1.5948... Generator Loss: 0.2779 Epoch 1/1... Step: 3520... Discriminator Loss: 1.3712... Generator Loss: 0.3870 Epoch 1/1... Step: 3530... Discriminator Loss: 1.2655... Generator Loss: 0.5907 Epoch 1/1... Step: 3540... Discriminator Loss: 1.0203... Generator Loss: 0.8425 Epoch 1/1... Step: 3550... Discriminator Loss: 1.8804... Generator Loss: 0.2064 Epoch 1/1... Step: 3560... Discriminator Loss: 1.9684... Generator Loss: 0.1956 Epoch 1/1... Step: 3570... Discriminator Loss: 1.0142... Generator Loss: 0.6523 Epoch 1/1... Step: 3580... Discriminator Loss: 1.1063... Generator Loss: 0.5856 Epoch 1/1... Step: 3590... Discriminator Loss: 0.9038... Generator Loss: 0.8829 Epoch 1/1... Step: 3600... Discriminator Loss: 2.0446... Generator Loss: 0.1919 Cumulative Average Generator Loss / Discriminator Loss: 0.44880542159080505 Current Generator Loss / Discriminator Loss: 0.09386032819747925
Epoch 1/1... Step: 3610... Discriminator Loss: 1.1525... Generator Loss: 0.4559 Epoch 1/1... Step: 3620... Discriminator Loss: 1.4274... Generator Loss: 0.3752 Epoch 1/1... Step: 3630... Discriminator Loss: 1.4838... Generator Loss: 0.3489 Epoch 1/1... Step: 3640... Discriminator Loss: 1.7676... Generator Loss: 0.2547 Epoch 1/1... Step: 3650... Discriminator Loss: 0.9203... Generator Loss: 0.7847 Epoch 1/1... Step: 3660... Discriminator Loss: 1.5165... Generator Loss: 0.2978 Epoch 1/1... Step: 3670... Discriminator Loss: 1.1477... Generator Loss: 0.5478 Epoch 1/1... Step: 3680... Discriminator Loss: 1.0252... Generator Loss: 0.6285 Epoch 1/1... Step: 3690... Discriminator Loss: 1.3683... Generator Loss: 0.4540 Epoch 1/1... Step: 3700... Discriminator Loss: 1.4231... Generator Loss: 0.3501 Cumulative Average Generator Loss / Discriminator Loss: 0.4458743631839752 Current Generator Loss / Discriminator Loss: 0.24601905047893524
Epoch 1/1... Step: 3710... Discriminator Loss: 0.9190... Generator Loss: 0.7531 Epoch 1/1... Step: 3720... Discriminator Loss: 1.0523... Generator Loss: 0.5694 Epoch 1/1... Step: 3730... Discriminator Loss: 1.3832... Generator Loss: 0.3493 Epoch 1/1... Step: 3740... Discriminator Loss: 1.1996... Generator Loss: 0.5921 Epoch 1/1... Step: 3750... Discriminator Loss: 0.9569... Generator Loss: 0.6245 Epoch 1/1... Step: 3760... Discriminator Loss: 1.1194... Generator Loss: 0.7957 Epoch 1/1... Step: 3770... Discriminator Loss: 1.6390... Generator Loss: 0.2935 Epoch 1/1... Step: 3780... Discriminator Loss: 0.9237... Generator Loss: 0.7826 Epoch 1/1... Step: 3790... Discriminator Loss: 1.2928... Generator Loss: 0.4162 Epoch 1/1... Step: 3800... Discriminator Loss: 2.3176... Generator Loss: 0.1335 Cumulative Average Generator Loss / Discriminator Loss: 0.4450837969779968 Current Generator Loss / Discriminator Loss: 0.05760280787944794
Epoch 1/1... Step: 3810... Discriminator Loss: 1.0473... Generator Loss: 0.5732 Epoch 1/1... Step: 3820... Discriminator Loss: 1.6320... Generator Loss: 0.2901 Epoch 1/1... Step: 3830... Discriminator Loss: 0.9155... Generator Loss: 0.7104 Epoch 1/1... Step: 3840... Discriminator Loss: 1.1623... Generator Loss: 0.4894 Epoch 1/1... Step: 3850... Discriminator Loss: 1.6121... Generator Loss: 0.3034 Epoch 1/1... Step: 3860... Discriminator Loss: 2.0845... Generator Loss: 0.1607 Epoch 1/1... Step: 3870... Discriminator Loss: 1.0373... Generator Loss: 0.8057 Epoch 1/1... Step: 3880... Discriminator Loss: 1.7213... Generator Loss: 0.2548 Epoch 1/1... Step: 3890... Discriminator Loss: 1.3117... Generator Loss: 0.4212 Epoch 1/1... Step: 3900... Discriminator Loss: 1.5791... Generator Loss: 0.3357 Cumulative Average Generator Loss / Discriminator Loss: 0.44135743379592896 Current Generator Loss / Discriminator Loss: 0.21260730922222137
Epoch 1/1... Step: 3910... Discriminator Loss: 1.9013... Generator Loss: 0.1863 Epoch 1/1... Step: 3920... Discriminator Loss: 1.9426... Generator Loss: 0.1943 Epoch 1/1... Step: 3930... Discriminator Loss: 1.4966... Generator Loss: 0.3240 Epoch 1/1... Step: 3940... Discriminator Loss: 1.1575... Generator Loss: 0.5370 Epoch 1/1... Step: 3950... Discriminator Loss: 0.9948... Generator Loss: 1.5550 Epoch 1/1... Step: 3960... Discriminator Loss: 1.5557... Generator Loss: 0.3087 Epoch 1/1... Step: 3970... Discriminator Loss: 1.6678... Generator Loss: 0.2837 Epoch 1/1... Step: 3980... Discriminator Loss: 1.0759... Generator Loss: 0.5765 Epoch 1/1... Step: 3990... Discriminator Loss: 1.1112... Generator Loss: 0.5288 Epoch 1/1... Step: 4000... Discriminator Loss: 1.8128... Generator Loss: 0.2305 Cumulative Average Generator Loss / Discriminator Loss: 0.4380379617214203 Current Generator Loss / Discriminator Loss: 0.12712447345256805
Epoch 1/1... Step: 4010... Discriminator Loss: 1.1926... Generator Loss: 0.4410 Epoch 1/1... Step: 4020... Discriminator Loss: 1.0315... Generator Loss: 0.5452 Epoch 1/1... Step: 4030... Discriminator Loss: 1.3919... Generator Loss: 0.4257 Epoch 1/1... Step: 4040... Discriminator Loss: 1.4994... Generator Loss: 0.3667 Epoch 1/1... Step: 4050... Discriminator Loss: 1.1398... Generator Loss: 0.5885 Epoch 1/1... Step: 4060... Discriminator Loss: 1.4595... Generator Loss: 0.3351 Epoch 1/1... Step: 4070... Discriminator Loss: 1.0415... Generator Loss: 0.6983 Epoch 1/1... Step: 4080... Discriminator Loss: 0.9048... Generator Loss: 0.6907 Epoch 1/1... Step: 4090... Discriminator Loss: 1.2731... Generator Loss: 0.3933 Epoch 1/1... Step: 4100... Discriminator Loss: 1.1873... Generator Loss: 0.4877 Cumulative Average Generator Loss / Discriminator Loss: 0.43741920590400696 Current Generator Loss / Discriminator Loss: 0.41072794795036316
Epoch 1/1... Step: 4110... Discriminator Loss: 1.3759... Generator Loss: 0.4170 Epoch 1/1... Step: 4120... Discriminator Loss: 1.5312... Generator Loss: 0.3174 Epoch 1/1... Step: 4130... Discriminator Loss: 1.2295... Generator Loss: 0.5606 Epoch 1/1... Step: 4140... Discriminator Loss: 0.8128... Generator Loss: 1.1253 Epoch 1/1... Step: 4150... Discriminator Loss: 1.0004... Generator Loss: 0.8725 Epoch 1/1... Step: 4160... Discriminator Loss: 1.1842... Generator Loss: 0.5001 Epoch 1/1... Step: 4170... Discriminator Loss: 1.9870... Generator Loss: 0.1704 Epoch 1/1... Step: 4180... Discriminator Loss: 0.5424... Generator Loss: 1.5949 Epoch 1/1... Step: 4190... Discriminator Loss: 1.7521... Generator Loss: 1.5018 Epoch 1/1... Step: 4200... Discriminator Loss: 1.7552... Generator Loss: 0.2467 Cumulative Average Generator Loss / Discriminator Loss: 0.44018611311912537 Current Generator Loss / Discriminator Loss: 0.14056701958179474
Epoch 1/1... Step: 4210... Discriminator Loss: 1.9046... Generator Loss: 0.1995 Epoch 1/1... Step: 4220... Discriminator Loss: 1.7755... Generator Loss: 0.2479 Epoch 1/1... Step: 4230... Discriminator Loss: 1.5892... Generator Loss: 0.2941 Epoch 1/1... Step: 4240... Discriminator Loss: 1.2446... Generator Loss: 0.5170 Epoch 1/1... Step: 4250... Discriminator Loss: 1.4681... Generator Loss: 0.3770 Epoch 1/1... Step: 4260... Discriminator Loss: 0.8796... Generator Loss: 0.7079 Epoch 1/1... Step: 4270... Discriminator Loss: 0.8645... Generator Loss: 0.8661 Epoch 1/1... Step: 4280... Discriminator Loss: 1.0807... Generator Loss: 0.5831 Epoch 1/1... Step: 4290... Discriminator Loss: 1.7863... Generator Loss: 0.2360 Epoch 1/1... Step: 4300... Discriminator Loss: 1.0713... Generator Loss: 0.5267 Cumulative Average Generator Loss / Discriminator Loss: 0.4376361072063446 Current Generator Loss / Discriminator Loss: 0.49168238043785095
Epoch 1/1... Step: 4310... Discriminator Loss: 0.8486... Generator Loss: 0.7875 Epoch 1/1... Step: 4320... Discriminator Loss: 0.8643... Generator Loss: 1.4729 Epoch 1/1... Step: 4330... Discriminator Loss: 1.4055... Generator Loss: 0.3513 Epoch 1/1... Step: 4340... Discriminator Loss: 1.1779... Generator Loss: 0.4617 Epoch 1/1... Step: 4350... Discriminator Loss: 1.3871... Generator Loss: 0.4073 Epoch 1/1... Step: 4360... Discriminator Loss: 1.8484... Generator Loss: 0.2494 Epoch 1/1... Step: 4370... Discriminator Loss: 1.2671... Generator Loss: 0.4454 Epoch 1/1... Step: 4380... Discriminator Loss: 1.4717... Generator Loss: 0.3744 Epoch 1/1... Step: 4390... Discriminator Loss: 1.8029... Generator Loss: 0.2080 Epoch 1/1... Step: 4400... Discriminator Loss: 1.2663... Generator Loss: 0.4150 Cumulative Average Generator Loss / Discriminator Loss: 0.4365004599094391 Current Generator Loss / Discriminator Loss: 0.3277026116847992
Epoch 1/1... Step: 4410... Discriminator Loss: 1.8687... Generator Loss: 0.2115 Epoch 1/1... Step: 4420... Discriminator Loss: 1.3513... Generator Loss: 1.4445 Epoch 1/1... Step: 4430... Discriminator Loss: 1.0443... Generator Loss: 0.5584 Epoch 1/1... Step: 4440... Discriminator Loss: 1.1882... Generator Loss: 0.4818 Epoch 1/1... Step: 4450... Discriminator Loss: 1.5966... Generator Loss: 0.2833 Epoch 1/1... Step: 4460... Discriminator Loss: 1.0427... Generator Loss: 0.8133 Epoch 1/1... Step: 4470... Discriminator Loss: 1.5187... Generator Loss: 0.3041 Epoch 1/1... Step: 4480... Discriminator Loss: 1.3474... Generator Loss: 1.5253 Epoch 1/1... Step: 4490... Discriminator Loss: 1.7885... Generator Loss: 0.2216 Epoch 1/1... Step: 4500... Discriminator Loss: 0.9117... Generator Loss: 0.8862 Cumulative Average Generator Loss / Discriminator Loss: 0.4377824664115906 Current Generator Loss / Discriminator Loss: 0.972000241279602
Epoch 1/1... Step: 4510... Discriminator Loss: 1.8073... Generator Loss: 0.2220 Epoch 1/1... Step: 4520... Discriminator Loss: 0.8871... Generator Loss: 0.7236 Epoch 1/1... Step: 4530... Discriminator Loss: 1.3955... Generator Loss: 0.3506 Epoch 1/1... Step: 4540... Discriminator Loss: 1.3412... Generator Loss: 0.3642 Epoch 1/1... Step: 4550... Discriminator Loss: 0.7852... Generator Loss: 0.7675 Epoch 1/1... Step: 4560... Discriminator Loss: 2.2518... Generator Loss: 0.1348 Epoch 1/1... Step: 4570... Discriminator Loss: 1.8352... Generator Loss: 0.2381 Epoch 1/1... Step: 4580... Discriminator Loss: 1.5581... Generator Loss: 0.2806 Epoch 1/1... Step: 4590... Discriminator Loss: 1.5797... Generator Loss: 0.2825 Epoch 1/1... Step: 4600... Discriminator Loss: 1.9734... Generator Loss: 0.1712 Cumulative Average Generator Loss / Discriminator Loss: 0.4325554072856903 Current Generator Loss / Discriminator Loss: 0.08673650026321411
Epoch 1/1... Step: 4610... Discriminator Loss: 1.6576... Generator Loss: 0.2764 Epoch 1/1... Step: 4620... Discriminator Loss: 1.2450... Generator Loss: 0.4558 Epoch 1/1... Step: 4630... Discriminator Loss: 1.3315... Generator Loss: 0.3900 Epoch 1/1... Step: 4640... Discriminator Loss: 1.2030... Generator Loss: 0.5167 Epoch 1/1... Step: 4650... Discriminator Loss: 1.5473... Generator Loss: 0.2915 Epoch 1/1... Step: 4660... Discriminator Loss: 1.2068... Generator Loss: 0.5882 Epoch 1/1... Step: 4670... Discriminator Loss: 1.7967... Generator Loss: 0.2311 Epoch 1/1... Step: 4680... Discriminator Loss: 2.3181... Generator Loss: 0.1434 Epoch 1/1... Step: 4690... Discriminator Loss: 1.3858... Generator Loss: 0.3896 Epoch 1/1... Step: 4700... Discriminator Loss: 1.3155... Generator Loss: 0.4574 Cumulative Average Generator Loss / Discriminator Loss: 0.42818617820739746 Current Generator Loss / Discriminator Loss: 0.3477039635181427
Epoch 1/1... Step: 4710... Discriminator Loss: 1.9293... Generator Loss: 0.1979 Epoch 1/1... Step: 4720... Discriminator Loss: 1.7167... Generator Loss: 0.2537 Epoch 1/1... Step: 4730... Discriminator Loss: 2.0305... Generator Loss: 0.1835 Epoch 1/1... Step: 4740... Discriminator Loss: 1.6637... Generator Loss: 0.2664 Epoch 1/1... Step: 4750... Discriminator Loss: 1.0713... Generator Loss: 0.8618 Epoch 1/1... Step: 4760... Discriminator Loss: 1.0772... Generator Loss: 0.6671 Epoch 1/1... Step: 4770... Discriminator Loss: 1.0890... Generator Loss: 0.4837 Epoch 1/1... Step: 4780... Discriminator Loss: 2.0416... Generator Loss: 0.1622 Epoch 1/1... Step: 4790... Discriminator Loss: 1.0751... Generator Loss: 0.7866 Epoch 1/1... Step: 4800... Discriminator Loss: 2.5046... Generator Loss: 0.0968 Cumulative Average Generator Loss / Discriminator Loss: 0.4235779643058777 Current Generator Loss / Discriminator Loss: 0.038633670657873154
Epoch 1/1... Step: 4810... Discriminator Loss: 1.0843... Generator Loss: 0.5282 Epoch 1/1... Step: 4820... Discriminator Loss: 1.7553... Generator Loss: 0.2461 Epoch 1/1... Step: 4830... Discriminator Loss: 1.2175... Generator Loss: 0.4053 Epoch 1/1... Step: 4840... Discriminator Loss: 1.2052... Generator Loss: 0.5149 Epoch 1/1... Step: 4850... Discriminator Loss: 1.5980... Generator Loss: 0.3166 Epoch 1/1... Step: 4860... Discriminator Loss: 0.9892... Generator Loss: 0.6303 Epoch 1/1... Step: 4870... Discriminator Loss: 0.7102... Generator Loss: 1.1212 Epoch 1/1... Step: 4880... Discriminator Loss: 1.0406... Generator Loss: 0.6171 Epoch 1/1... Step: 4890... Discriminator Loss: 1.3013... Generator Loss: 0.4306 Epoch 1/1... Step: 4900... Discriminator Loss: 0.9952... Generator Loss: 0.7724 Cumulative Average Generator Loss / Discriminator Loss: 0.42440417408943176 Current Generator Loss / Discriminator Loss: 0.7761074304580688
Epoch 1/1... Step: 4910... Discriminator Loss: 1.0920... Generator Loss: 0.4875 Epoch 1/1... Step: 4920... Discriminator Loss: 2.0453... Generator Loss: 0.1767 Epoch 1/1... Step: 4930... Discriminator Loss: 1.9471... Generator Loss: 0.2005 Epoch 1/1... Step: 4940... Discriminator Loss: 1.2603... Generator Loss: 0.4889 Epoch 1/1... Step: 4950... Discriminator Loss: 0.8029... Generator Loss: 0.8128 Epoch 1/1... Step: 4960... Discriminator Loss: 0.7795... Generator Loss: 0.8708 Epoch 1/1... Step: 4970... Discriminator Loss: 1.8206... Generator Loss: 0.2420 Epoch 1/1... Step: 4980... Discriminator Loss: 1.0797... Generator Loss: 0.6028 Epoch 1/1... Step: 4990... Discriminator Loss: 1.9845... Generator Loss: 0.1906 Epoch 1/1... Step: 5000... Discriminator Loss: 1.3502... Generator Loss: 0.3697 Cumulative Average Generator Loss / Discriminator Loss: 0.42207071185112 Current Generator Loss / Discriminator Loss: 0.2738269567489624
Epoch 1/1... Step: 5010... Discriminator Loss: 1.2687... Generator Loss: 0.4288 Epoch 1/1... Step: 5020... Discriminator Loss: 1.3820... Generator Loss: 0.3691 Epoch 1/1... Step: 5030... Discriminator Loss: 1.4005... Generator Loss: 0.3309 Epoch 1/1... Step: 5040... Discriminator Loss: 1.6993... Generator Loss: 0.2890 Epoch 1/1... Step: 5050... Discriminator Loss: 1.1062... Generator Loss: 0.6755 Epoch 1/1... Step: 5060... Discriminator Loss: 1.8830... Generator Loss: 0.2106 Epoch 1/1... Step: 5070... Discriminator Loss: 1.8175... Generator Loss: 0.2159 Epoch 1/1... Step: 5080... Discriminator Loss: 1.3402... Generator Loss: 0.5096 Epoch 1/1... Step: 5090... Discriminator Loss: 1.0249... Generator Loss: 0.6536 Epoch 1/1... Step: 5100... Discriminator Loss: 1.3171... Generator Loss: 0.4052 Cumulative Average Generator Loss / Discriminator Loss: 0.41927027702331543 Current Generator Loss / Discriminator Loss: 0.30763867497444153
Epoch 1/1... Step: 5110... Discriminator Loss: 1.6542... Generator Loss: 0.2490 Epoch 1/1... Step: 5120... Discriminator Loss: 1.0621... Generator Loss: 1.1173 Epoch 1/1... Step: 5130... Discriminator Loss: 1.5056... Generator Loss: 0.3202 Epoch 1/1... Step: 5140... Discriminator Loss: 1.3444... Generator Loss: 0.3652 Epoch 1/1... Step: 5150... Discriminator Loss: 1.4167... Generator Loss: 0.3635 Epoch 1/1... Step: 5160... Discriminator Loss: 0.6939... Generator Loss: 1.1970 Epoch 1/1... Step: 5170... Discriminator Loss: 1.4907... Generator Loss: 0.3223 Epoch 1/1... Step: 5180... Discriminator Loss: 1.2333... Generator Loss: 0.4733 Epoch 1/1... Step: 5190... Discriminator Loss: 1.0675... Generator Loss: 0.5451 Epoch 1/1... Step: 5200... Discriminator Loss: 1.4346... Generator Loss: 0.3613 Cumulative Average Generator Loss / Discriminator Loss: 0.4191335141658783 Current Generator Loss / Discriminator Loss: 0.25182586908340454
Epoch 1/1... Step: 5210... Discriminator Loss: 1.1208... Generator Loss: 0.6457 Epoch 1/1... Step: 5220... Discriminator Loss: 1.1728... Generator Loss: 0.5948 Epoch 1/1... Step: 5230... Discriminator Loss: 2.0900... Generator Loss: 0.1914 Epoch 1/1... Step: 5240... Discriminator Loss: 1.2617... Generator Loss: 0.5102 Epoch 1/1... Step: 5250... Discriminator Loss: 1.3403... Generator Loss: 0.4175 Epoch 1/1... Step: 5260... Discriminator Loss: 1.9971... Generator Loss: 0.1643 Epoch 1/1... Step: 5270... Discriminator Loss: 1.8274... Generator Loss: 0.2314 Epoch 1/1... Step: 5280... Discriminator Loss: 1.1280... Generator Loss: 0.5151 Epoch 1/1... Step: 5290... Discriminator Loss: 1.6383... Generator Loss: 0.2904 Epoch 1/1... Step: 5300... Discriminator Loss: 1.2460... Generator Loss: 0.5197 Cumulative Average Generator Loss / Discriminator Loss: 0.41614729166030884 Current Generator Loss / Discriminator Loss: 0.4170682728290558
Epoch 1/1... Step: 5310... Discriminator Loss: 2.8534... Generator Loss: 0.0785 Epoch 1/1... Step: 5320... Discriminator Loss: 1.5793... Generator Loss: 0.2828 Epoch 1/1... Step: 5330... Discriminator Loss: 1.2178... Generator Loss: 0.5676 Epoch 1/1... Step: 5340... Discriminator Loss: 0.8335... Generator Loss: 1.1851 Epoch 1/1... Step: 5350... Discriminator Loss: 0.7441... Generator Loss: 1.3495 Epoch 1/1... Step: 5360... Discriminator Loss: 0.8443... Generator Loss: 0.8832 Epoch 1/1... Step: 5370... Discriminator Loss: 0.9247... Generator Loss: 0.8005 Epoch 1/1... Step: 5380... Discriminator Loss: 1.6547... Generator Loss: 0.2705 Epoch 1/1... Step: 5390... Discriminator Loss: 1.0747... Generator Loss: 0.7406 Epoch 1/1... Step: 5400... Discriminator Loss: 1.1083... Generator Loss: 0.5869 Cumulative Average Generator Loss / Discriminator Loss: 0.41807931661605835 Current Generator Loss / Discriminator Loss: 0.5295345783233643
Epoch 1/1... Step: 5410... Discriminator Loss: 0.9923... Generator Loss: 0.6172 Epoch 1/1... Step: 5420... Discriminator Loss: 1.1888... Generator Loss: 0.5350 Epoch 1/1... Step: 5430... Discriminator Loss: 0.8523... Generator Loss: 0.9102 Epoch 1/1... Step: 5440... Discriminator Loss: 0.9505... Generator Loss: 1.2979 Epoch 1/1... Step: 5450... Discriminator Loss: 1.8884... Generator Loss: 0.2007 Epoch 1/1... Step: 5460... Discriminator Loss: 1.1824... Generator Loss: 0.5915 Epoch 1/1... Step: 5470... Discriminator Loss: 1.2496... Generator Loss: 0.4437 Epoch 1/1... Step: 5480... Discriminator Loss: 0.6567... Generator Loss: 1.3465 Epoch 1/1... Step: 5490... Discriminator Loss: 1.5815... Generator Loss: 0.3035 Epoch 1/1... Step: 5500... Discriminator Loss: 1.8866... Generator Loss: 0.1996 Cumulative Average Generator Loss / Discriminator Loss: 0.41976937651634216 Current Generator Loss / Discriminator Loss: 0.10579654574394226
Epoch 1/1... Step: 5510... Discriminator Loss: 1.6145... Generator Loss: 0.2921 Epoch 1/1... Step: 5520... Discriminator Loss: 2.2031... Generator Loss: 0.1599 Epoch 1/1... Step: 5530... Discriminator Loss: 1.1050... Generator Loss: 0.5558 Epoch 1/1... Step: 5540... Discriminator Loss: 1.3018... Generator Loss: 0.4606 Epoch 1/1... Step: 5550... Discriminator Loss: 1.6807... Generator Loss: 0.2727 Epoch 1/1... Step: 5560... Discriminator Loss: 1.5915... Generator Loss: 0.3169 Epoch 1/1... Step: 5570... Discriminator Loss: 1.2014... Generator Loss: 0.4593 Epoch 1/1... Step: 5580... Discriminator Loss: 1.4898... Generator Loss: 0.3156 Epoch 1/1... Step: 5590... Discriminator Loss: 1.2591... Generator Loss: 0.4133 Epoch 1/1... Step: 5600... Discriminator Loss: 0.7753... Generator Loss: 0.8275 Cumulative Average Generator Loss / Discriminator Loss: 0.41725239157676697 Current Generator Loss / Discriminator Loss: 1.0673803091049194
Epoch 1/1... Step: 5610... Discriminator Loss: 1.0969... Generator Loss: 1.2634 Epoch 1/1... Step: 5620... Discriminator Loss: 1.9634... Generator Loss: 0.1902 Epoch 1/1... Step: 5630... Discriminator Loss: 1.8116... Generator Loss: 0.2209 Epoch 1/1... Step: 5640... Discriminator Loss: 0.9744... Generator Loss: 0.7015 Epoch 1/1... Step: 5650... Discriminator Loss: 1.2050... Generator Loss: 0.4798 Epoch 1/1... Step: 5660... Discriminator Loss: 1.1153... Generator Loss: 0.5856 Epoch 1/1... Step: 5670... Discriminator Loss: 0.8394... Generator Loss: 0.8835 Epoch 1/1... Step: 5680... Discriminator Loss: 1.0771... Generator Loss: 0.6513 Epoch 1/1... Step: 5690... Discriminator Loss: 1.7560... Generator Loss: 0.2499 Epoch 1/1... Step: 5700... Discriminator Loss: 0.7455... Generator Loss: 0.7732 Cumulative Average Generator Loss / Discriminator Loss: 0.418229341506958 Current Generator Loss / Discriminator Loss: 1.0371240377426147
Epoch 1/1... Step: 5710... Discriminator Loss: 1.4098... Generator Loss: 0.3668 Epoch 1/1... Step: 5720... Discriminator Loss: 1.1139... Generator Loss: 1.1562 Epoch 1/1... Step: 5730... Discriminator Loss: 0.9328... Generator Loss: 0.6404 Epoch 1/1... Step: 5740... Discriminator Loss: 1.7236... Generator Loss: 0.2520 Epoch 1/1... Step: 5750... Discriminator Loss: 1.1515... Generator Loss: 0.5456 Epoch 1/1... Step: 5760... Discriminator Loss: 1.0233... Generator Loss: 0.6397 Epoch 1/1... Step: 5770... Discriminator Loss: 1.9357... Generator Loss: 0.1977 Epoch 1/1... Step: 5780... Discriminator Loss: 0.9783... Generator Loss: 0.8114 Epoch 1/1... Step: 5790... Discriminator Loss: 0.9324... Generator Loss: 0.6985 Epoch 1/1... Step: 5800... Discriminator Loss: 1.2332... Generator Loss: 0.4764 Cumulative Average Generator Loss / Discriminator Loss: 0.41897982358932495 Current Generator Loss / Discriminator Loss: 0.38633331656455994
Epoch 1/1... Step: 5810... Discriminator Loss: 1.2449... Generator Loss: 0.4952 Epoch 1/1... Step: 5820... Discriminator Loss: 1.5624... Generator Loss: 0.3182 Epoch 1/1... Step: 5830... Discriminator Loss: 1.2655... Generator Loss: 0.4129 Epoch 1/1... Step: 5840... Discriminator Loss: 1.0525... Generator Loss: 0.7505 Epoch 1/1... Step: 5850... Discriminator Loss: 1.1184... Generator Loss: 0.5479 Epoch 1/1... Step: 5860... Discriminator Loss: 1.2444... Generator Loss: 0.4501 Epoch 1/1... Step: 5870... Discriminator Loss: 1.9629... Generator Loss: 0.2039 Epoch 1/1... Step: 5880... Discriminator Loss: 1.6154... Generator Loss: 0.2786 Epoch 1/1... Step: 5890... Discriminator Loss: 1.7726... Generator Loss: 0.2219 Epoch 1/1... Step: 5900... Discriminator Loss: 1.0353... Generator Loss: 0.5332 Cumulative Average Generator Loss / Discriminator Loss: 0.4169597923755646 Current Generator Loss / Discriminator Loss: 0.515032947063446
Epoch 1/1... Step: 5910... Discriminator Loss: 1.5806... Generator Loss: 0.2647 Epoch 1/1... Step: 5920... Discriminator Loss: 1.5468... Generator Loss: 0.3009 Epoch 1/1... Step: 5930... Discriminator Loss: 1.2484... Generator Loss: 0.5667 Epoch 1/1... Step: 5940... Discriminator Loss: 1.5660... Generator Loss: 0.3304 Epoch 1/1... Step: 5950... Discriminator Loss: 0.8781... Generator Loss: 0.7790 Epoch 1/1... Step: 5960... Discriminator Loss: 1.2457... Generator Loss: 0.4466 Epoch 1/1... Step: 5970... Discriminator Loss: 1.6796... Generator Loss: 0.2572 Epoch 1/1... Step: 5980... Discriminator Loss: 0.9871... Generator Loss: 0.6093 Epoch 1/1... Step: 5990... Discriminator Loss: 1.4326... Generator Loss: 0.3715 Epoch 1/1... Step: 6000... Discriminator Loss: 1.2368... Generator Loss: 0.4368 Cumulative Average Generator Loss / Discriminator Loss: 0.4154396653175354 Current Generator Loss / Discriminator Loss: 0.35318002104759216
Epoch 1/1... Step: 6010... Discriminator Loss: 1.4641... Generator Loss: 0.3168 Epoch 1/1... Step: 6020... Discriminator Loss: 1.1613... Generator Loss: 0.4937 Epoch 1/1... Step: 6030... Discriminator Loss: 1.5842... Generator Loss: 0.2901 Epoch 1/1... Step: 6040... Discriminator Loss: 1.4662... Generator Loss: 0.3755 Epoch 1/1... Step: 6050... Discriminator Loss: 1.2169... Generator Loss: 0.4828 Epoch 1/1... Step: 6060... Discriminator Loss: 1.9440... Generator Loss: 0.2030 Epoch 1/1... Step: 6070... Discriminator Loss: 1.3819... Generator Loss: 0.3835 Epoch 1/1... Step: 6080... Discriminator Loss: 0.8976... Generator Loss: 0.7087 Epoch 1/1... Step: 6090... Discriminator Loss: 0.8792... Generator Loss: 0.9105 Epoch 1/1... Step: 6100... Discriminator Loss: 1.2429... Generator Loss: 0.4156 Cumulative Average Generator Loss / Discriminator Loss: 0.4143168330192566 Current Generator Loss / Discriminator Loss: 0.3343489170074463
Epoch 1/1... Step: 6110... Discriminator Loss: 1.5844... Generator Loss: 0.2862 Epoch 1/1... Step: 6120... Discriminator Loss: 1.1627... Generator Loss: 0.4802 Epoch 1/1... Step: 6130... Discriminator Loss: 1.3673... Generator Loss: 0.3733 Epoch 1/1... Step: 6140... Discriminator Loss: 1.8008... Generator Loss: 0.2149 Epoch 1/1... Step: 6150... Discriminator Loss: 0.7996... Generator Loss: 0.8574 Epoch 1/1... Step: 6160... Discriminator Loss: 1.1304... Generator Loss: 1.0924 Epoch 1/1... Step: 6170... Discriminator Loss: 1.1796... Generator Loss: 0.5075 Epoch 1/1... Step: 6180... Discriminator Loss: 0.8449... Generator Loss: 0.7372 Epoch 1/1... Step: 6190... Discriminator Loss: 1.1515... Generator Loss: 0.6214 Epoch 1/1... Step: 6200... Discriminator Loss: 1.5253... Generator Loss: 0.3241 Cumulative Average Generator Loss / Discriminator Loss: 0.4146733283996582 Current Generator Loss / Discriminator Loss: 0.21249143779277802
Epoch 1/1... Step: 6210... Discriminator Loss: 1.1813... Generator Loss: 0.4879 Epoch 1/1... Step: 6220... Discriminator Loss: 1.5096... Generator Loss: 0.3116 Epoch 1/1... Step: 6230... Discriminator Loss: 0.7342... Generator Loss: 0.9813 Epoch 1/1... Step: 6240... Discriminator Loss: 1.6281... Generator Loss: 0.2950 Epoch 1/1... Step: 6250... Discriminator Loss: 0.8642... Generator Loss: 0.8686 Epoch 1/1... Step: 6260... Discriminator Loss: 0.6995... Generator Loss: 0.8691 Epoch 1/1... Step: 6270... Discriminator Loss: 1.5026... Generator Loss: 0.3339 Epoch 1/1... Step: 6280... Discriminator Loss: 1.1390... Generator Loss: 0.5913 Epoch 1/1... Step: 6290... Discriminator Loss: 1.2228... Generator Loss: 0.4633 Epoch 1/1... Step: 6300... Discriminator Loss: 1.5413... Generator Loss: 0.3341 Cumulative Average Generator Loss / Discriminator Loss: 0.4153260886669159 Current Generator Loss / Discriminator Loss: 0.2167454957962036
Epoch 1/1... Step: 6310... Discriminator Loss: 1.8598... Generator Loss: 0.2224 Epoch 1/1... Step: 6320... Discriminator Loss: 1.6383... Generator Loss: 0.3131 Epoch 1/1... Step: 6330... Discriminator Loss: 2.5255... Generator Loss: 0.1128 Epoch 1/1... Step: 6340... Discriminator Loss: 1.3379... Generator Loss: 0.4319 Epoch 1/1... Step: 6350... Discriminator Loss: 1.3295... Generator Loss: 0.4097 Epoch 1/1... Step: 6360... Discriminator Loss: 1.9055... Generator Loss: 0.1914 Epoch 1/1... Step: 6370... Discriminator Loss: 0.8806... Generator Loss: 0.7125 Epoch 1/1... Step: 6380... Discriminator Loss: 1.0342... Generator Loss: 0.9406 Epoch 1/1... Step: 6390... Discriminator Loss: 0.9078... Generator Loss: 0.7535 Epoch 1/1... Step: 6400... Discriminator Loss: 0.5794... Generator Loss: 1.1096 Cumulative Average Generator Loss / Discriminator Loss: 0.4146071970462799 Current Generator Loss / Discriminator Loss: 1.915222406387329
Epoch 1/1... Step: 6410... Discriminator Loss: 1.4187... Generator Loss: 0.3960 Epoch 1/1... Step: 6420... Discriminator Loss: 1.6734... Generator Loss: 0.2744 Epoch 1/1... Step: 6430... Discriminator Loss: 1.0269... Generator Loss: 0.6153 Epoch 1/1... Step: 6440... Discriminator Loss: 1.5208... Generator Loss: 0.3057 Epoch 1/1... Step: 6450... Discriminator Loss: 1.1015... Generator Loss: 0.5378 Epoch 1/1... Step: 6460... Discriminator Loss: 2.9925... Generator Loss: 0.0644 Epoch 1/1... Step: 6470... Discriminator Loss: 1.8884... Generator Loss: 0.2149 Epoch 1/1... Step: 6480... Discriminator Loss: 1.7477... Generator Loss: 0.2354 Epoch 1/1... Step: 6490... Discriminator Loss: 1.4652... Generator Loss: 0.3323 Epoch 1/1... Step: 6500... Discriminator Loss: 1.2504... Generator Loss: 0.4336 Cumulative Average Generator Loss / Discriminator Loss: 0.41087642312049866 Current Generator Loss / Discriminator Loss: 0.3467603325843811
Epoch 1/1... Step: 6510... Discriminator Loss: 1.5583... Generator Loss: 0.3024 Epoch 1/1... Step: 6520... Discriminator Loss: 1.2404... Generator Loss: 0.4442 Epoch 1/1... Step: 6530... Discriminator Loss: 1.5221... Generator Loss: 0.3014 Epoch 1/1... Step: 6540... Discriminator Loss: 1.5832... Generator Loss: 0.3068 Epoch 1/1... Step: 6550... Discriminator Loss: 1.4222... Generator Loss: 0.3734 Epoch 1/1... Step: 6560... Discriminator Loss: 1.0273... Generator Loss: 0.9004 Epoch 1/1... Step: 6570... Discriminator Loss: 2.0803... Generator Loss: 0.1705 Epoch 1/1... Step: 6580... Discriminator Loss: 0.8881... Generator Loss: 0.6925 Epoch 1/1... Step: 6590... Discriminator Loss: 1.5408... Generator Loss: 0.2890 Epoch 1/1... Step: 6600... Discriminator Loss: 2.2250... Generator Loss: 0.1439 Cumulative Average Generator Loss / Discriminator Loss: 0.4083169102668762 Current Generator Loss / Discriminator Loss: 0.06465930491685867
Epoch 1/1... Step: 6610... Discriminator Loss: 1.0226... Generator Loss: 0.6537 Epoch 1/1... Step: 6620... Discriminator Loss: 1.9666... Generator Loss: 0.2018 Epoch 1/1... Step: 6630... Discriminator Loss: 1.5085... Generator Loss: 0.3101 Epoch 1/1... Step: 6640... Discriminator Loss: 1.2169... Generator Loss: 0.4446 Epoch 1/1... Step: 6650... Discriminator Loss: 1.0640... Generator Loss: 0.5871 Epoch 1/1... Step: 6660... Discriminator Loss: 1.0545... Generator Loss: 0.6479 Epoch 1/1... Step: 6670... Discriminator Loss: 1.2105... Generator Loss: 0.4581 Epoch 1/1... Step: 6680... Discriminator Loss: 1.2625... Generator Loss: 0.5039 Epoch 1/1... Step: 6690... Discriminator Loss: 0.8932... Generator Loss: 0.7306 Epoch 1/1... Step: 6700... Discriminator Loss: 1.3039... Generator Loss: 0.3923 Cumulative Average Generator Loss / Discriminator Loss: 0.40812239050865173 Current Generator Loss / Discriminator Loss: 0.300891250371933
Epoch 1/1... Step: 6710... Discriminator Loss: 1.8048... Generator Loss: 0.2085 Epoch 1/1... Step: 6720... Discriminator Loss: 1.4167... Generator Loss: 0.3843 Epoch 1/1... Step: 6730... Discriminator Loss: 2.3314... Generator Loss: 0.1223 Epoch 1/1... Step: 6740... Discriminator Loss: 0.7833... Generator Loss: 1.0793 Epoch 1/1... Step: 6750... Discriminator Loss: 0.9875... Generator Loss: 0.6070 Epoch 1/1... Step: 6760... Discriminator Loss: 0.6525... Generator Loss: 0.8762 Epoch 1/1... Step: 6770... Discriminator Loss: 1.7409... Generator Loss: 0.2445 Epoch 1/1... Step: 6780... Discriminator Loss: 1.6726... Generator Loss: 0.2832 Epoch 1/1... Step: 6790... Discriminator Loss: 0.9684... Generator Loss: 0.6223 Epoch 1/1... Step: 6800... Discriminator Loss: 1.5953... Generator Loss: 0.3571 Cumulative Average Generator Loss / Discriminator Loss: 0.4071280360221863 Current Generator Loss / Discriminator Loss: 0.2238330841064453
Epoch 1/1... Step: 6810... Discriminator Loss: 1.7334... Generator Loss: 0.2672 Epoch 1/1... Step: 6820... Discriminator Loss: 0.9818... Generator Loss: 0.6821 Epoch 1/1... Step: 6830... Discriminator Loss: 1.2897... Generator Loss: 0.4671 Epoch 1/1... Step: 6840... Discriminator Loss: 1.4491... Generator Loss: 0.3890 Epoch 1/1... Step: 6850... Discriminator Loss: 1.7032... Generator Loss: 0.2480 Epoch 1/1... Step: 6860... Discriminator Loss: 0.8751... Generator Loss: 0.6356 Epoch 1/1... Step: 6870... Discriminator Loss: 1.2065... Generator Loss: 0.6012 Epoch 1/1... Step: 6880... Discriminator Loss: 1.6874... Generator Loss: 0.2582 Epoch 1/1... Step: 6890... Discriminator Loss: 1.3994... Generator Loss: 0.3829 Epoch 1/1... Step: 6900... Discriminator Loss: 2.8923... Generator Loss: 0.0797 Cumulative Average Generator Loss / Discriminator Loss: 0.4047800302505493 Current Generator Loss / Discriminator Loss: 0.02757090888917446
Epoch 1/1... Step: 6910... Discriminator Loss: 1.5065... Generator Loss: 0.2956 Epoch 1/1... Step: 6920... Discriminator Loss: 1.3658... Generator Loss: 0.3629 Epoch 1/1... Step: 6930... Discriminator Loss: 0.9204... Generator Loss: 0.7974 Epoch 1/1... Step: 6940... Discriminator Loss: 1.6596... Generator Loss: 0.2622 Epoch 1/1... Step: 6950... Discriminator Loss: 1.3559... Generator Loss: 0.5723 Epoch 1/1... Step: 6960... Discriminator Loss: 0.9966... Generator Loss: 0.6011 Epoch 1/1... Step: 6970... Discriminator Loss: 1.3996... Generator Loss: 0.3597 Epoch 1/1... Step: 6980... Discriminator Loss: 1.1073... Generator Loss: 0.5979 Epoch 1/1... Step: 6990... Discriminator Loss: 1.4801... Generator Loss: 0.3586 Epoch 1/1... Step: 7000... Discriminator Loss: 1.5562... Generator Loss: 0.2918 Cumulative Average Generator Loss / Discriminator Loss: 0.40382257103919983 Current Generator Loss / Discriminator Loss: 0.18747931718826294
Epoch 1/1... Step: 7010... Discriminator Loss: 1.4638... Generator Loss: 0.3388 Epoch 1/1... Step: 7020... Discriminator Loss: 1.8738... Generator Loss: 0.2200 Epoch 1/1... Step: 7030... Discriminator Loss: 1.4977... Generator Loss: 0.3074 Epoch 1/1... Step: 7040... Discriminator Loss: 1.1013... Generator Loss: 0.5082 Epoch 1/1... Step: 7050... Discriminator Loss: 1.3707... Generator Loss: 0.3728 Epoch 1/1... Step: 7060... Discriminator Loss: 1.6102... Generator Loss: 0.3061 Epoch 1/1... Step: 7070... Discriminator Loss: 1.4299... Generator Loss: 0.3592 Epoch 1/1... Step: 7080... Discriminator Loss: 1.3394... Generator Loss: 0.3772 Epoch 1/1... Step: 7090... Discriminator Loss: 1.5902... Generator Loss: 0.3109 Epoch 1/1... Step: 7100... Discriminator Loss: 0.7704... Generator Loss: 0.9201 Cumulative Average Generator Loss / Discriminator Loss: 0.4020978510379791 Current Generator Loss / Discriminator Loss: 1.1944077014923096
Epoch 1/1... Step: 7110... Discriminator Loss: 0.9341... Generator Loss: 0.6406 Epoch 1/1... Step: 7120... Discriminator Loss: 1.5149... Generator Loss: 0.3404 Epoch 1/1... Step: 7130... Discriminator Loss: 1.4674... Generator Loss: 0.3471 Epoch 1/1... Step: 7140... Discriminator Loss: 1.4096... Generator Loss: 0.3825 Epoch 1/1... Step: 7150... Discriminator Loss: 1.0885... Generator Loss: 0.7492 Epoch 1/1... Step: 7160... Discriminator Loss: 0.7625... Generator Loss: 0.9026 Epoch 1/1... Step: 7170... Discriminator Loss: 1.4249... Generator Loss: 0.3312 Epoch 1/1... Step: 7180... Discriminator Loss: 0.9218... Generator Loss: 0.8433 Epoch 1/1... Step: 7190... Discriminator Loss: 1.1701... Generator Loss: 0.7553 Epoch 1/1... Step: 7200... Discriminator Loss: 1.2032... Generator Loss: 0.4682 Cumulative Average Generator Loss / Discriminator Loss: 0.40310510993003845 Current Generator Loss / Discriminator Loss: 0.38911402225494385
Epoch 1/1... Step: 7210... Discriminator Loss: 1.2321... Generator Loss: 0.5032 Epoch 1/1... Step: 7220... Discriminator Loss: 1.2300... Generator Loss: 0.4381 Epoch 1/1... Step: 7230... Discriminator Loss: 0.7099... Generator Loss: 1.2757 Epoch 1/1... Step: 7240... Discriminator Loss: 0.9365... Generator Loss: 0.6734 Epoch 1/1... Step: 7250... Discriminator Loss: 1.7666... Generator Loss: 0.2315 Epoch 1/1... Step: 7260... Discriminator Loss: 2.3691... Generator Loss: 0.1229 Epoch 1/1... Step: 7270... Discriminator Loss: 1.1962... Generator Loss: 0.5230 Epoch 1/1... Step: 7280... Discriminator Loss: 1.0657... Generator Loss: 0.8077 Epoch 1/1... Step: 7290... Discriminator Loss: 1.5924... Generator Loss: 0.2714 Epoch 1/1... Step: 7300... Discriminator Loss: 1.2750... Generator Loss: 0.4239 Cumulative Average Generator Loss / Discriminator Loss: 0.4029828608036041 Current Generator Loss / Discriminator Loss: 0.3324512839317322
Epoch 1/1... Step: 7310... Discriminator Loss: 1.1673... Generator Loss: 0.4773 Epoch 1/1... Step: 7320... Discriminator Loss: 0.9508... Generator Loss: 1.1210 Epoch 1/1... Step: 7330... Discriminator Loss: 1.1308... Generator Loss: 0.5157 Epoch 1/1... Step: 7340... Discriminator Loss: 1.0207... Generator Loss: 0.7190 Epoch 1/1... Step: 7350... Discriminator Loss: 1.5407... Generator Loss: 0.3409 Epoch 1/1... Step: 7360... Discriminator Loss: 0.8803... Generator Loss: 0.9711 Epoch 1/1... Step: 7370... Discriminator Loss: 1.7606... Generator Loss: 0.2544 Epoch 1/1... Step: 7380... Discriminator Loss: 2.3493... Generator Loss: 0.1262 Epoch 1/1... Step: 7390... Discriminator Loss: 1.0499... Generator Loss: 0.5667 Epoch 1/1... Step: 7400... Discriminator Loss: 1.7118... Generator Loss: 0.2535 Cumulative Average Generator Loss / Discriminator Loss: 0.40286290645599365 Current Generator Loss / Discriminator Loss: 0.14807990193367004
Epoch 1/1... Step: 7410... Discriminator Loss: 1.2815... Generator Loss: 0.4104 Epoch 1/1... Step: 7420... Discriminator Loss: 0.9528... Generator Loss: 0.7723 Epoch 1/1... Step: 7430... Discriminator Loss: 1.4669... Generator Loss: 0.3246 Epoch 1/1... Step: 7440... Discriminator Loss: 0.7382... Generator Loss: 1.1872 Epoch 1/1... Step: 7450... Discriminator Loss: 1.5781... Generator Loss: 0.2802 Epoch 1/1... Step: 7460... Discriminator Loss: 2.0984... Generator Loss: 0.1710 Epoch 1/1... Step: 7470... Discriminator Loss: 0.9288... Generator Loss: 0.6091 Epoch 1/1... Step: 7480... Discriminator Loss: 1.2321... Generator Loss: 0.4701 Epoch 1/1... Step: 7490... Discriminator Loss: 1.3011... Generator Loss: 0.4751 Epoch 1/1... Step: 7500... Discriminator Loss: 1.2600... Generator Loss: 0.4681 Cumulative Average Generator Loss / Discriminator Loss: 0.4028592109680176 Current Generator Loss / Discriminator Loss: 0.3715260624885559
Epoch 1/1... Step: 7510... Discriminator Loss: 1.7012... Generator Loss: 0.3282 Epoch 1/1... Step: 7520... Discriminator Loss: 1.3490... Generator Loss: 0.3759 Epoch 1/1... Step: 7530... Discriminator Loss: 1.8288... Generator Loss: 0.2914 Epoch 1/1... Step: 7540... Discriminator Loss: 1.7319... Generator Loss: 0.2388 Epoch 1/1... Step: 7550... Discriminator Loss: 0.9251... Generator Loss: 0.7105 Epoch 1/1... Step: 7560... Discriminator Loss: 1.5982... Generator Loss: 0.3508 Epoch 1/1... Step: 7570... Discriminator Loss: 1.4371... Generator Loss: 0.3497 Epoch 1/1... Step: 7580... Discriminator Loss: 0.9123... Generator Loss: 0.7797 Epoch 1/1... Step: 7590... Discriminator Loss: 1.4659... Generator Loss: 0.3801 Epoch 1/1... Step: 7600... Discriminator Loss: 2.0162... Generator Loss: 0.1849 Cumulative Average Generator Loss / Discriminator Loss: 0.40086856484413147 Current Generator Loss / Discriminator Loss: 0.09170901775360107
Epoch 1/1... Step: 7610... Discriminator Loss: 1.1650... Generator Loss: 0.5067 Epoch 1/1... Step: 7620... Discriminator Loss: 2.0214... Generator Loss: 0.1618 Epoch 1/1... Step: 7630... Discriminator Loss: 0.9653... Generator Loss: 0.6407 Epoch 1/1... Step: 7640... Discriminator Loss: 1.9739... Generator Loss: 0.1980 Epoch 1/1... Step: 7650... Discriminator Loss: 1.8185... Generator Loss: 0.2028 Epoch 1/1... Step: 7660... Discriminator Loss: 0.8176... Generator Loss: 0.9088 Epoch 1/1... Step: 7670... Discriminator Loss: 1.4044... Generator Loss: 0.3518 Epoch 1/1... Step: 7680... Discriminator Loss: 1.3690... Generator Loss: 0.3795 Epoch 1/1... Step: 7690... Discriminator Loss: 1.6706... Generator Loss: 0.2744 Epoch 1/1... Step: 7700... Discriminator Loss: 1.7597... Generator Loss: 0.2361 Cumulative Average Generator Loss / Discriminator Loss: 0.39881113171577454 Current Generator Loss / Discriminator Loss: 0.13415560126304626
Epoch 1/1... Step: 7710... Discriminator Loss: 1.4461... Generator Loss: 0.4189 Epoch 1/1... Step: 7720... Discriminator Loss: 1.8046... Generator Loss: 0.2149 Epoch 1/1... Step: 7730... Discriminator Loss: 1.1130... Generator Loss: 0.5079 Epoch 1/1... Step: 7740... Discriminator Loss: 1.3662... Generator Loss: 0.4115 Epoch 1/1... Step: 7750... Discriminator Loss: 1.5957... Generator Loss: 0.2796 Epoch 1/1... Step: 7760... Discriminator Loss: 1.3508... Generator Loss: 0.3717 Epoch 1/1... Step: 7770... Discriminator Loss: 1.1879... Generator Loss: 0.5490 Epoch 1/1... Step: 7780... Discriminator Loss: 1.5092... Generator Loss: 0.4787 Epoch 1/1... Step: 7790... Discriminator Loss: 0.8954... Generator Loss: 0.7761 Epoch 1/1... Step: 7800... Discriminator Loss: 1.5208... Generator Loss: 0.3376 Cumulative Average Generator Loss / Discriminator Loss: 0.39771583676338196 Current Generator Loss / Discriminator Loss: 0.22201159596443176
Epoch 1/1... Step: 7810... Discriminator Loss: 1.3782... Generator Loss: 0.3953 Epoch 1/1... Step: 7820... Discriminator Loss: 1.8018... Generator Loss: 0.2098 Epoch 1/1... Step: 7830... Discriminator Loss: 1.1365... Generator Loss: 0.5116 Epoch 1/1... Step: 7840... Discriminator Loss: 1.1886... Generator Loss: 0.4865 Epoch 1/1... Step: 7850... Discriminator Loss: 1.5884... Generator Loss: 0.2768 Epoch 1/1... Step: 7860... Discriminator Loss: 1.3271... Generator Loss: 0.4093 Epoch 1/1... Step: 7870... Discriminator Loss: 1.7953... Generator Loss: 0.2281 Epoch 1/1... Step: 7880... Discriminator Loss: 1.2398... Generator Loss: 0.4317 Epoch 1/1... Step: 7890... Discriminator Loss: 1.1165... Generator Loss: 0.4887 Epoch 1/1... Step: 7900... Discriminator Loss: 1.0317... Generator Loss: 0.5925 Cumulative Average Generator Loss / Discriminator Loss: 0.3964218497276306 Current Generator Loss / Discriminator Loss: 0.5742906332015991
Epoch 1/1... Step: 7910... Discriminator Loss: 1.2795... Generator Loss: 0.4206 Epoch 1/1... Step: 7920... Discriminator Loss: 1.4518... Generator Loss: 0.3312 Epoch 1/1... Step: 7930... Discriminator Loss: 1.1069... Generator Loss: 0.6495 Epoch 1/1... Step: 7940... Discriminator Loss: 1.3861... Generator Loss: 0.4027 Epoch 1/1... Step: 7950... Discriminator Loss: 1.0514... Generator Loss: 0.7335 Epoch 1/1... Step: 7960... Discriminator Loss: 0.9455... Generator Loss: 0.7103 Epoch 1/1... Step: 7970... Discriminator Loss: 1.4045... Generator Loss: 0.3726 Epoch 1/1... Step: 7980... Discriminator Loss: 2.0893... Generator Loss: 0.1730 Epoch 1/1... Step: 7990... Discriminator Loss: 1.5276... Generator Loss: 0.3253 Epoch 1/1... Step: 8000... Discriminator Loss: 1.5355... Generator Loss: 0.3248 Cumulative Average Generator Loss / Discriminator Loss: 0.3954792320728302 Current Generator Loss / Discriminator Loss: 0.21150526404380798
Epoch 1/1... Step: 8010... Discriminator Loss: 1.6054... Generator Loss: 0.2806 Epoch 1/1... Step: 8020... Discriminator Loss: 1.2404... Generator Loss: 0.4511 Epoch 1/1... Step: 8030... Discriminator Loss: 1.1623... Generator Loss: 0.4900 Epoch 1/1... Step: 8040... Discriminator Loss: 1.4747... Generator Loss: 0.3234 Epoch 1/1... Step: 8050... Discriminator Loss: 1.5438... Generator Loss: 0.2937 Epoch 1/1... Step: 8060... Discriminator Loss: 1.5067... Generator Loss: 0.3273 Epoch 1/1... Step: 8070... Discriminator Loss: 1.4706... Generator Loss: 0.3288 Epoch 1/1... Step: 8080... Discriminator Loss: 1.5306... Generator Loss: 0.2965 Epoch 1/1... Step: 8090... Discriminator Loss: 0.8018... Generator Loss: 0.7318 Epoch 1/1... Step: 8100... Discriminator Loss: 1.2025... Generator Loss: 0.5418 Cumulative Average Generator Loss / Discriminator Loss: 0.3943009078502655 Current Generator Loss / Discriminator Loss: 0.45053014159202576
Epoch 1/1... Step: 8110... Discriminator Loss: 1.8259... Generator Loss: 0.2206 Epoch 1/1... Step: 8120... Discriminator Loss: 1.1293... Generator Loss: 0.5164 Epoch 1/1... Step: 8130... Discriminator Loss: 1.4526... Generator Loss: 0.3417 Epoch 1/1... Step: 8140... Discriminator Loss: 1.5712... Generator Loss: 0.3428 Epoch 1/1... Step: 8150... Discriminator Loss: 1.1269... Generator Loss: 0.5914 Epoch 1/1... Step: 8160... Discriminator Loss: 1.0878... Generator Loss: 0.5960 Epoch 1/1... Step: 8170... Discriminator Loss: 1.0540... Generator Loss: 0.7997 Epoch 1/1... Step: 8180... Discriminator Loss: 1.1943... Generator Loss: 0.4879 Epoch 1/1... Step: 8190... Discriminator Loss: 1.1833... Generator Loss: 0.5381 Epoch 1/1... Step: 8200... Discriminator Loss: 1.2003... Generator Loss: 0.4775 Cumulative Average Generator Loss / Discriminator Loss: 0.39416980743408203 Current Generator Loss / Discriminator Loss: 0.3978237211704254
Epoch 1/1... Step: 8210... Discriminator Loss: 1.1411... Generator Loss: 0.4563 Epoch 1/1... Step: 8220... Discriminator Loss: 1.2080... Generator Loss: 0.4628 Epoch 1/1... Step: 8230... Discriminator Loss: 0.6219... Generator Loss: 1.3063 Epoch 1/1... Step: 8240... Discriminator Loss: 2.6584... Generator Loss: 0.1047 Epoch 1/1... Step: 8250... Discriminator Loss: 1.2694... Generator Loss: 0.4960 Epoch 1/1... Step: 8260... Discriminator Loss: 2.0393... Generator Loss: 0.1884 Epoch 1/1... Step: 8270... Discriminator Loss: 1.0988... Generator Loss: 0.5987 Epoch 1/1... Step: 8280... Discriminator Loss: 2.2316... Generator Loss: 0.1368 Epoch 1/1... Step: 8290... Discriminator Loss: 1.0659... Generator Loss: 0.5141 Epoch 1/1... Step: 8300... Discriminator Loss: 1.5850... Generator Loss: 0.2814 Cumulative Average Generator Loss / Discriminator Loss: 0.39297956228256226 Current Generator Loss / Discriminator Loss: 0.1775716096162796
Epoch 1/1... Step: 8310... Discriminator Loss: 0.9345... Generator Loss: 0.6303 Epoch 1/1... Step: 8320... Discriminator Loss: 2.1607... Generator Loss: 0.1506 Epoch 1/1... Step: 8330... Discriminator Loss: 1.1568... Generator Loss: 0.6244 Epoch 1/1... Step: 8340... Discriminator Loss: 0.9631... Generator Loss: 1.3632 Epoch 1/1... Step: 8350... Discriminator Loss: 0.9368... Generator Loss: 0.6392 Epoch 1/1... Step: 8360... Discriminator Loss: 1.4056... Generator Loss: 0.3226 Epoch 1/1... Step: 8370... Discriminator Loss: 1.6648... Generator Loss: 0.2611 Epoch 1/1... Step: 8380... Discriminator Loss: 1.5206... Generator Loss: 0.3219 Epoch 1/1... Step: 8390... Discriminator Loss: 1.6964... Generator Loss: 0.2356 Epoch 1/1... Step: 8400... Discriminator Loss: 1.6774... Generator Loss: 0.2713 Cumulative Average Generator Loss / Discriminator Loss: 0.39233922958374023 Current Generator Loss / Discriminator Loss: 0.16175000369548798
Epoch 1/1... Step: 8410... Discriminator Loss: 2.0923... Generator Loss: 0.1706 Epoch 1/1... Step: 8420... Discriminator Loss: 1.1732... Generator Loss: 0.5423 Epoch 1/1... Step: 8430... Discriminator Loss: 1.2686... Generator Loss: 1.2410 Epoch 1/1... Step: 8440... Discriminator Loss: 0.8762... Generator Loss: 1.7415 Epoch 1/1... Step: 8450... Discriminator Loss: 1.0759... Generator Loss: 0.5355 Epoch 1/1... Step: 8460... Discriminator Loss: 1.5480... Generator Loss: 0.3416 Epoch 1/1... Step: 8470... Discriminator Loss: 1.4000... Generator Loss: 0.3319 Epoch 1/1... Step: 8480... Discriminator Loss: 1.8230... Generator Loss: 0.2038 Epoch 1/1... Step: 8490... Discriminator Loss: 1.3957... Generator Loss: 0.3494 Epoch 1/1... Step: 8500... Discriminator Loss: 1.4330... Generator Loss: 0.4298 Cumulative Average Generator Loss / Discriminator Loss: 0.39265304803848267 Current Generator Loss / Discriminator Loss: 0.29993143677711487
Epoch 1/1... Step: 8510... Discriminator Loss: 1.3263... Generator Loss: 0.4285 Epoch 1/1... Step: 8520... Discriminator Loss: 1.2793... Generator Loss: 0.4291 Epoch 1/1... Step: 8530... Discriminator Loss: 1.4710... Generator Loss: 0.3787 Epoch 1/1... Step: 8540... Discriminator Loss: 0.9912... Generator Loss: 0.7028 Epoch 1/1... Step: 8550... Discriminator Loss: 0.9895... Generator Loss: 0.6265 Epoch 1/1... Step: 8560... Discriminator Loss: 1.1763... Generator Loss: 0.4904 Epoch 1/1... Step: 8570... Discriminator Loss: 1.0166... Generator Loss: 0.6126 Epoch 1/1... Step: 8580... Discriminator Loss: 1.2146... Generator Loss: 0.4533 Epoch 1/1... Step: 8590... Discriminator Loss: 0.7683... Generator Loss: 1.1672 Epoch 1/1... Step: 8600... Discriminator Loss: 1.4354... Generator Loss: 0.3398 Cumulative Average Generator Loss / Discriminator Loss: 0.39355456829071045 Current Generator Loss / Discriminator Loss: 0.2367391735315323
Epoch 1/1... Step: 8610... Discriminator Loss: 1.1729... Generator Loss: 0.4948 Epoch 1/1... Step: 8620... Discriminator Loss: 1.3815... Generator Loss: 0.4496 Epoch 1/1... Step: 8630... Discriminator Loss: 1.4322... Generator Loss: 0.3296 Epoch 1/1... Step: 8640... Discriminator Loss: 1.2724... Generator Loss: 0.4700 Epoch 1/1... Step: 8650... Discriminator Loss: 1.0282... Generator Loss: 0.6047 Epoch 1/1... Step: 8660... Discriminator Loss: 1.5144... Generator Loss: 0.3337 Epoch 1/1... Step: 8670... Discriminator Loss: 1.5800... Generator Loss: 0.3067 Epoch 1/1... Step: 8680... Discriminator Loss: 1.3731... Generator Loss: 0.4354 Epoch 1/1... Step: 8690... Discriminator Loss: 1.3989... Generator Loss: 0.3667 Epoch 1/1... Step: 8700... Discriminator Loss: 1.6196... Generator Loss: 0.2567 Cumulative Average Generator Loss / Discriminator Loss: 0.392386794090271 Current Generator Loss / Discriminator Loss: 0.15848222374916077
Epoch 1/1... Step: 8710... Discriminator Loss: 1.0694... Generator Loss: 0.5766 Epoch 1/1... Step: 8720... Discriminator Loss: 1.7923... Generator Loss: 0.2194 Epoch 1/1... Step: 8730... Discriminator Loss: 1.0880... Generator Loss: 0.5127 Epoch 1/1... Step: 8740... Discriminator Loss: 1.9761... Generator Loss: 0.1879 Epoch 1/1... Step: 8750... Discriminator Loss: 2.0696... Generator Loss: 0.1743 Epoch 1/1... Step: 8760... Discriminator Loss: 0.9963... Generator Loss: 0.6229 Epoch 1/1... Step: 8770... Discriminator Loss: 1.0290... Generator Loss: 0.5722 Epoch 1/1... Step: 8780... Discriminator Loss: 1.9415... Generator Loss: 0.2087 Epoch 1/1... Step: 8790... Discriminator Loss: 0.8714... Generator Loss: 1.0430 Epoch 1/1... Step: 8800... Discriminator Loss: 1.5241... Generator Loss: 0.3163 Cumulative Average Generator Loss / Discriminator Loss: 0.3913785219192505 Current Generator Loss / Discriminator Loss: 0.2075348049402237
Epoch 1/1... Step: 8810... Discriminator Loss: 1.6843... Generator Loss: 0.2646 Epoch 1/1... Step: 8820... Discriminator Loss: 1.7010... Generator Loss: 0.2361 Epoch 1/1... Step: 8830... Discriminator Loss: 1.3799... Generator Loss: 0.3730 Epoch 1/1... Step: 8840... Discriminator Loss: 1.2407... Generator Loss: 0.4977 Epoch 1/1... Step: 8850... Discriminator Loss: 1.5523... Generator Loss: 0.2856 Epoch 1/1... Step: 8860... Discriminator Loss: 1.0316... Generator Loss: 0.6404 Epoch 1/1... Step: 8870... Discriminator Loss: 2.1689... Generator Loss: 0.1602 Epoch 1/1... Step: 8880... Discriminator Loss: 1.6886... Generator Loss: 0.2498 Epoch 1/1... Step: 8890... Discriminator Loss: 1.8157... Generator Loss: 0.2336 Epoch 1/1... Step: 8900... Discriminator Loss: 1.2773... Generator Loss: 0.4439 Cumulative Average Generator Loss / Discriminator Loss: 0.38914093375205994 Current Generator Loss / Discriminator Loss: 0.3475610017776489
Epoch 1/1... Step: 8910... Discriminator Loss: 1.8495... Generator Loss: 0.2119 Epoch 1/1... Step: 8920... Discriminator Loss: 1.5129... Generator Loss: 0.3439 Epoch 1/1... Step: 8930... Discriminator Loss: 1.1683... Generator Loss: 0.4366 Epoch 1/1... Step: 8940... Discriminator Loss: 1.5804... Generator Loss: 0.3035 Epoch 1/1... Step: 8950... Discriminator Loss: 1.2510... Generator Loss: 0.4825 Epoch 1/1... Step: 8960... Discriminator Loss: 1.2938... Generator Loss: 0.3914 Epoch 1/1... Step: 8970... Discriminator Loss: 1.1327... Generator Loss: 0.5180 Epoch 1/1... Step: 8980... Discriminator Loss: 1.4642... Generator Loss: 0.3482 Epoch 1/1... Step: 8990... Discriminator Loss: 1.0973... Generator Loss: 0.7311 Epoch 1/1... Step: 9000... Discriminator Loss: 1.3408... Generator Loss: 0.4031 Cumulative Average Generator Loss / Discriminator Loss: 0.388191282749176 Current Generator Loss / Discriminator Loss: 0.30064672231674194
Epoch 1/1... Step: 9010... Discriminator Loss: 2.0961... Generator Loss: 0.1582 Epoch 1/1... Step: 9020... Discriminator Loss: 0.8833... Generator Loss: 0.7441 Epoch 1/1... Step: 9030... Discriminator Loss: 1.5252... Generator Loss: 0.3301 Epoch 1/1... Step: 9040... Discriminator Loss: 1.2640... Generator Loss: 0.5448 Epoch 1/1... Step: 9050... Discriminator Loss: 1.3971... Generator Loss: 0.4003 Epoch 1/1... Step: 9060... Discriminator Loss: 0.7141... Generator Loss: 1.1836 Epoch 1/1... Step: 9070... Discriminator Loss: 2.0030... Generator Loss: 0.1881 Epoch 1/1... Step: 9080... Discriminator Loss: 1.2993... Generator Loss: 0.5119 Epoch 1/1... Step: 9090... Discriminator Loss: 0.9898... Generator Loss: 0.6030 Epoch 1/1... Step: 9100... Discriminator Loss: 1.4012... Generator Loss: 0.3528 Cumulative Average Generator Loss / Discriminator Loss: 0.38798680901527405 Current Generator Loss / Discriminator Loss: 0.25176915526390076
Epoch 1/1... Step: 9110... Discriminator Loss: 1.6900... Generator Loss: 0.2699 Epoch 1/1... Step: 9120... Discriminator Loss: 1.2779... Generator Loss: 0.4261 Epoch 1/1... Step: 9130... Discriminator Loss: 1.6611... Generator Loss: 0.2587 Epoch 1/1... Step: 9140... Discriminator Loss: 1.2475... Generator Loss: 0.4555 Epoch 1/1... Step: 9150... Discriminator Loss: 1.1442... Generator Loss: 0.5112 Epoch 1/1... Step: 9160... Discriminator Loss: 1.3073... Generator Loss: 0.3598 Epoch 1/1... Step: 9170... Discriminator Loss: 2.1531... Generator Loss: 0.1429 Epoch 1/1... Step: 9180... Discriminator Loss: 1.2693... Generator Loss: 0.4648 Epoch 1/1... Step: 9190... Discriminator Loss: 1.2932... Generator Loss: 0.3926 Epoch 1/1... Step: 9200... Discriminator Loss: 1.3659... Generator Loss: 0.4048 Cumulative Average Generator Loss / Discriminator Loss: 0.3864596486091614 Current Generator Loss / Discriminator Loss: 0.29639193415641785
Epoch 1/1... Step: 9210... Discriminator Loss: 1.1692... Generator Loss: 0.4445 Epoch 1/1... Step: 9220... Discriminator Loss: 1.5493... Generator Loss: 0.3379 Epoch 1/1... Step: 9230... Discriminator Loss: 1.8192... Generator Loss: 0.2434 Epoch 1/1... Step: 9240... Discriminator Loss: 1.6987... Generator Loss: 0.3264 Epoch 1/1... Step: 9250... Discriminator Loss: 1.2913... Generator Loss: 0.4123 Epoch 1/1... Step: 9260... Discriminator Loss: 1.6076... Generator Loss: 0.2674 Epoch 1/1... Step: 9270... Discriminator Loss: 1.7762... Generator Loss: 0.2337 Epoch 1/1... Step: 9280... Discriminator Loss: 1.4668... Generator Loss: 0.3110 Epoch 1/1... Step: 9290... Discriminator Loss: 1.4192... Generator Loss: 0.4497 Epoch 1/1... Step: 9300... Discriminator Loss: 0.9008... Generator Loss: 0.6831 Cumulative Average Generator Loss / Discriminator Loss: 0.38489770889282227 Current Generator Loss / Discriminator Loss: 0.7583480477333069
Epoch 1/1... Step: 9310... Discriminator Loss: 1.4162... Generator Loss: 0.3345 Epoch 1/1... Step: 9320... Discriminator Loss: 1.3776... Generator Loss: 0.4263 Epoch 1/1... Step: 9330... Discriminator Loss: 0.9385... Generator Loss: 0.8628 Epoch 1/1... Step: 9340... Discriminator Loss: 1.2677... Generator Loss: 0.4152 Epoch 1/1... Step: 9350... Discriminator Loss: 1.3589... Generator Loss: 0.3904 Epoch 1/1... Step: 9360... Discriminator Loss: 0.9268... Generator Loss: 0.8731 Epoch 1/1... Step: 9370... Discriminator Loss: 1.9046... Generator Loss: 0.2293 Epoch 1/1... Step: 9380... Discriminator Loss: 1.2873... Generator Loss: 0.4436 Epoch 1/1... Step: 9390... Discriminator Loss: 1.8667... Generator Loss: 0.2229 Epoch 1/1... Step: 9400... Discriminator Loss: 1.5208... Generator Loss: 0.3055 Cumulative Average Generator Loss / Discriminator Loss: 0.3842446208000183 Current Generator Loss / Discriminator Loss: 0.20091073215007782
Epoch 1/1... Step: 9410... Discriminator Loss: 0.9517... Generator Loss: 0.8289 Epoch 1/1... Step: 9420... Discriminator Loss: 1.5026... Generator Loss: 0.3261 Epoch 1/1... Step: 9430... Discriminator Loss: 1.0264... Generator Loss: 0.7019 Epoch 1/1... Step: 9440... Discriminator Loss: 1.6398... Generator Loss: 0.2825 Epoch 1/1... Step: 9450... Discriminator Loss: 0.9462... Generator Loss: 0.6720 Epoch 1/1... Step: 9460... Discriminator Loss: 1.4091... Generator Loss: 0.3984 Epoch 1/1... Step: 9470... Discriminator Loss: 1.1660... Generator Loss: 0.6907 Epoch 1/1... Step: 9480... Discriminator Loss: 1.1262... Generator Loss: 0.4751 Epoch 1/1... Step: 9490... Discriminator Loss: 1.2866... Generator Loss: 0.4475 Epoch 1/1... Step: 9500... Discriminator Loss: 1.5188... Generator Loss: 0.3880 Cumulative Average Generator Loss / Discriminator Loss: 0.3845394253730774 Current Generator Loss / Discriminator Loss: 0.25544145703315735
Epoch 1/1... Step: 9510... Discriminator Loss: 1.7850... Generator Loss: 0.2353 Epoch 1/1... Step: 9520... Discriminator Loss: 1.0092... Generator Loss: 0.5786 Epoch 1/1... Step: 9530... Discriminator Loss: 1.1759... Generator Loss: 0.5082 Epoch 1/1... Step: 9540... Discriminator Loss: 1.3483... Generator Loss: 0.3965 Epoch 1/1... Step: 9550... Discriminator Loss: 0.6885... Generator Loss: 1.1676 Epoch 1/1... Step: 9560... Discriminator Loss: 1.4546... Generator Loss: 0.3392 Epoch 1/1... Step: 9570... Discriminator Loss: 1.0164... Generator Loss: 0.7921 Epoch 1/1... Step: 9580... Discriminator Loss: 1.9137... Generator Loss: 0.2072 Epoch 1/1... Step: 9590... Discriminator Loss: 2.2246... Generator Loss: 0.1594 Epoch 1/1... Step: 9600... Discriminator Loss: 1.3159... Generator Loss: 0.4173 Cumulative Average Generator Loss / Discriminator Loss: 0.3841123878955841 Current Generator Loss / Discriminator Loss: 0.31709617376327515
Epoch 1/1... Step: 9610... Discriminator Loss: 1.6747... Generator Loss: 0.2645 Epoch 1/1... Step: 9620... Discriminator Loss: 0.9127... Generator Loss: 0.7546 Epoch 1/1... Step: 9630... Discriminator Loss: 0.9921... Generator Loss: 0.9239 Epoch 1/1... Step: 9640... Discriminator Loss: 1.2405... Generator Loss: 0.5297 Epoch 1/1... Step: 9650... Discriminator Loss: 1.3151... Generator Loss: 0.3704 Epoch 1/1... Step: 9660... Discriminator Loss: 1.0161... Generator Loss: 0.5798 Epoch 1/1... Step: 9670... Discriminator Loss: 1.2332... Generator Loss: 0.6608 Epoch 1/1... Step: 9680... Discriminator Loss: 2.0658... Generator Loss: 0.1629 Epoch 1/1... Step: 9690... Discriminator Loss: 0.5633... Generator Loss: 1.2511 Epoch 1/1... Step: 9700... Discriminator Loss: 1.1437... Generator Loss: 0.5214 Cumulative Average Generator Loss / Discriminator Loss: 0.3851390480995178 Current Generator Loss / Discriminator Loss: 0.4558861553668976
Epoch 1/1... Step: 9710... Discriminator Loss: 0.8481... Generator Loss: 1.8112 Epoch 1/1... Step: 9720... Discriminator Loss: 1.5226... Generator Loss: 0.3355 Epoch 1/1... Step: 9730... Discriminator Loss: 0.7816... Generator Loss: 0.8709 Epoch 1/1... Step: 9740... Discriminator Loss: 1.5925... Generator Loss: 0.2719 Epoch 1/1... Step: 9750... Discriminator Loss: 1.3742... Generator Loss: 0.3426 Epoch 1/1... Step: 9760... Discriminator Loss: 1.5331... Generator Loss: 0.3109 Epoch 1/1... Step: 9770... Discriminator Loss: 1.3741... Generator Loss: 0.3620 Epoch 1/1... Step: 9780... Discriminator Loss: 1.3178... Generator Loss: 0.4997 Epoch 1/1... Step: 9790... Discriminator Loss: 0.8556... Generator Loss: 0.7599 Epoch 1/1... Step: 9800... Discriminator Loss: 2.0895... Generator Loss: 0.1706 Cumulative Average Generator Loss / Discriminator Loss: 0.38560378551483154 Current Generator Loss / Discriminator Loss: 0.0816270262002945
Epoch 1/1... Step: 9810... Discriminator Loss: 1.4573... Generator Loss: 0.3166 Epoch 1/1... Step: 9820... Discriminator Loss: 1.7007... Generator Loss: 0.2703 Epoch 1/1... Step: 9830... Discriminator Loss: 1.5525... Generator Loss: 0.3065 Epoch 1/1... Step: 9840... Discriminator Loss: 2.5762... Generator Loss: 0.1001 Epoch 1/1... Step: 9850... Discriminator Loss: 1.9008... Generator Loss: 0.1985 Epoch 1/1... Step: 9860... Discriminator Loss: 2.0862... Generator Loss: 0.1757 Epoch 1/1... Step: 9870... Discriminator Loss: 1.1462... Generator Loss: 0.5617 Epoch 1/1... Step: 9880... Discriminator Loss: 1.6892... Generator Loss: 0.2568 Epoch 1/1... Step: 9890... Discriminator Loss: 1.6759... Generator Loss: 0.2582 Epoch 1/1... Step: 9900... Discriminator Loss: 1.0176... Generator Loss: 0.6412 Cumulative Average Generator Loss / Discriminator Loss: 0.38307952880859375 Current Generator Loss / Discriminator Loss: 0.6300820112228394
Epoch 1/1... Step: 9910... Discriminator Loss: 1.8612... Generator Loss: 0.2265 Epoch 1/1... Step: 9920... Discriminator Loss: 1.7896... Generator Loss: 0.2295 Epoch 1/1... Step: 9930... Discriminator Loss: 1.1862... Generator Loss: 0.5998 Epoch 1/1... Step: 9940... Discriminator Loss: 1.8871... Generator Loss: 0.2088 Epoch 1/1... Step: 9950... Discriminator Loss: 1.2375... Generator Loss: 0.7622 Epoch 1/1... Step: 9960... Discriminator Loss: 1.7679... Generator Loss: 0.2375 Epoch 1/1... Step: 9970... Discriminator Loss: 0.5085... Generator Loss: 1.3096 Epoch 1/1... Step: 9980... Discriminator Loss: 1.1474... Generator Loss: 0.4744 Epoch 1/1... Step: 9990... Discriminator Loss: 1.6187... Generator Loss: 0.3094 Epoch 1/1... Step: 10000... Discriminator Loss: 1.3479... Generator Loss: 0.4019 Cumulative Average Generator Loss / Discriminator Loss: 0.38253602385520935 Current Generator Loss / Discriminator Loss: 0.29814594984054565
Epoch 1/1... Step: 10010... Discriminator Loss: 2.4323... Generator Loss: 0.1291 Epoch 1/1... Step: 10020... Discriminator Loss: 1.3088... Generator Loss: 0.4088 Epoch 1/1... Step: 10030... Discriminator Loss: 1.0477... Generator Loss: 0.5395 Epoch 1/1... Step: 10040... Discriminator Loss: 1.8807... Generator Loss: 0.1910 Epoch 1/1... Step: 10050... Discriminator Loss: 0.8787... Generator Loss: 1.0880 Epoch 1/1... Step: 10060... Discriminator Loss: 1.0420... Generator Loss: 0.7075 Epoch 1/1... Step: 10070... Discriminator Loss: 2.0652... Generator Loss: 0.2002 Epoch 1/1... Step: 10080... Discriminator Loss: 1.1176... Generator Loss: 0.4854 Epoch 1/1... Step: 10090... Discriminator Loss: 1.9463... Generator Loss: 0.2115 Epoch 1/1... Step: 10100... Discriminator Loss: 2.4652... Generator Loss: 0.1106 Cumulative Average Generator Loss / Discriminator Loss: 0.3809945285320282 Current Generator Loss / Discriminator Loss: 0.04486803337931633
Epoch 1/1... Step: 10110... Discriminator Loss: 1.0847... Generator Loss: 0.5261 Epoch 1/1... Step: 10120... Discriminator Loss: 1.4659... Generator Loss: 0.3372 Epoch 1/1... Step: 10130... Discriminator Loss: 1.6371... Generator Loss: 0.2502 Epoch 1/1... Step: 10140... Discriminator Loss: 1.5094... Generator Loss: 0.2971 Epoch 1/1... Step: 10150... Discriminator Loss: 2.9623... Generator Loss: 0.0712 Epoch 1/1... Step: 10160... Discriminator Loss: 1.8405... Generator Loss: 0.2187 Epoch 1/1... Step: 10170... Discriminator Loss: 1.5183... Generator Loss: 0.3864 Epoch 1/1... Step: 10180... Discriminator Loss: 2.4230... Generator Loss: 0.1214 Epoch 1/1... Step: 10190... Discriminator Loss: 1.8646... Generator Loss: 0.2052 Epoch 1/1... Step: 10200... Discriminator Loss: 1.0885... Generator Loss: 0.5782 Cumulative Average Generator Loss / Discriminator Loss: 0.3783833384513855 Current Generator Loss / Discriminator Loss: 0.5311488509178162
Epoch 1/1... Step: 10210... Discriminator Loss: 1.9177... Generator Loss: 0.1992 Epoch 1/1... Step: 10220... Discriminator Loss: 1.4406... Generator Loss: 0.3567 Epoch 1/1... Step: 10230... Discriminator Loss: 1.5482... Generator Loss: 0.3125 Epoch 1/1... Step: 10240... Discriminator Loss: 2.3721... Generator Loss: 0.1218 Epoch 1/1... Step: 10250... Discriminator Loss: 1.5655... Generator Loss: 0.3020 Epoch 1/1... Step: 10260... Discriminator Loss: 2.1802... Generator Loss: 0.1472 Epoch 1/1... Step: 10270... Discriminator Loss: 1.8849... Generator Loss: 0.2494 Epoch 1/1... Step: 10280... Discriminator Loss: 1.9391... Generator Loss: 0.2157 Epoch 1/1... Step: 10290... Discriminator Loss: 1.7748... Generator Loss: 0.2656 Epoch 1/1... Step: 10300... Discriminator Loss: 1.2610... Generator Loss: 0.4217 Cumulative Average Generator Loss / Discriminator Loss: 0.3754225969314575 Current Generator Loss / Discriminator Loss: 0.33441710472106934
Epoch 1/1... Step: 10310... Discriminator Loss: 1.1142... Generator Loss: 0.4840 Epoch 1/1... Step: 10320... Discriminator Loss: 1.4403... Generator Loss: 0.4532 Epoch 1/1... Step: 10330... Discriminator Loss: 1.0112... Generator Loss: 1.0786 Epoch 1/1... Step: 10340... Discriminator Loss: 1.6282... Generator Loss: 0.2890 Epoch 1/1... Step: 10350... Discriminator Loss: 0.9032... Generator Loss: 0.7640 Epoch 1/1... Step: 10360... Discriminator Loss: 1.2299... Generator Loss: 0.4696 Epoch 1/1... Step: 10370... Discriminator Loss: 1.7067... Generator Loss: 0.2960 Epoch 1/1... Step: 10380... Discriminator Loss: 0.9889... Generator Loss: 0.6121 Epoch 1/1... Step: 10390... Discriminator Loss: 1.4732... Generator Loss: 0.3248 Epoch 1/1... Step: 10400... Discriminator Loss: 1.5405... Generator Loss: 0.3118 Cumulative Average Generator Loss / Discriminator Loss: 0.3755553066730499 Current Generator Loss / Discriminator Loss: 0.20239928364753723
Epoch 1/1... Step: 10410... Discriminator Loss: 1.2342... Generator Loss: 0.4374 Epoch 1/1... Step: 10420... Discriminator Loss: 1.9968... Generator Loss: 0.1990 Epoch 1/1... Step: 10430... Discriminator Loss: 1.0101... Generator Loss: 0.6970 Epoch 1/1... Step: 10440... Discriminator Loss: 1.5757... Generator Loss: 0.2875 Epoch 1/1... Step: 10450... Discriminator Loss: 1.4348... Generator Loss: 0.3510 Epoch 1/1... Step: 10460... Discriminator Loss: 1.6079... Generator Loss: 0.2789 Epoch 1/1... Step: 10470... Discriminator Loss: 1.8065... Generator Loss: 0.2287 Epoch 1/1... Step: 10480... Discriminator Loss: 1.9101... Generator Loss: 0.1911 Epoch 1/1... Step: 10490... Discriminator Loss: 1.5449... Generator Loss: 0.3226 Epoch 1/1... Step: 10500... Discriminator Loss: 1.1298... Generator Loss: 0.5182 Cumulative Average Generator Loss / Discriminator Loss: 0.37401458621025085 Current Generator Loss / Discriminator Loss: 0.45864999294281006
Epoch 1/1... Step: 10510... Discriminator Loss: 1.2448... Generator Loss: 0.4430 Epoch 1/1... Step: 10520... Discriminator Loss: 1.8223... Generator Loss: 0.2043 Epoch 1/1... Step: 10530... Discriminator Loss: 1.1954... Generator Loss: 0.6284 Epoch 1/1... Step: 10540... Discriminator Loss: 1.3027... Generator Loss: 0.5532 Epoch 1/1... Step: 10550... Discriminator Loss: 1.4007... Generator Loss: 0.4105 Epoch 1/1... Step: 10560... Discriminator Loss: 1.0957... Generator Loss: 0.5427 Epoch 1/1... Step: 10570... Discriminator Loss: 1.2847... Generator Loss: 0.4512 Epoch 1/1... Step: 10580... Discriminator Loss: 1.1189... Generator Loss: 0.5414 Epoch 1/1... Step: 10590... Discriminator Loss: 1.8621... Generator Loss: 0.2159 Epoch 1/1... Step: 10600... Discriminator Loss: 1.4021... Generator Loss: 0.3994 Cumulative Average Generator Loss / Discriminator Loss: 0.37350162863731384 Current Generator Loss / Discriminator Loss: 0.2848546504974365
Epoch 1/1... Step: 10610... Discriminator Loss: 1.8357... Generator Loss: 0.2297 Epoch 1/1... Step: 10620... Discriminator Loss: 1.0504... Generator Loss: 0.7977 Epoch 1/1... Step: 10630... Discriminator Loss: 1.3873... Generator Loss: 0.3907 Epoch 1/1... Step: 10640... Discriminator Loss: 1.2023... Generator Loss: 0.5434 Epoch 1/1... Step: 10650... Discriminator Loss: 1.7215... Generator Loss: 0.2248 Epoch 1/1... Step: 10660... Discriminator Loss: 1.7024... Generator Loss: 0.2587 Epoch 1/1... Step: 10670... Discriminator Loss: 1.3251... Generator Loss: 0.4177 Epoch 1/1... Step: 10680... Discriminator Loss: 1.2412... Generator Loss: 0.5323 Epoch 1/1... Step: 10690... Discriminator Loss: 0.8979... Generator Loss: 0.6279 Epoch 1/1... Step: 10700... Discriminator Loss: 0.7549... Generator Loss: 1.0841 Cumulative Average Generator Loss / Discriminator Loss: 0.37364304065704346 Current Generator Loss / Discriminator Loss: 1.4360449314117432
Epoch 1/1... Step: 10710... Discriminator Loss: 1.2682... Generator Loss: 0.5090 Epoch 1/1... Step: 10720... Discriminator Loss: 1.0542... Generator Loss: 0.5891 Epoch 1/1... Step: 10730... Discriminator Loss: 1.1487... Generator Loss: 0.5205 Epoch 1/1... Step: 10740... Discriminator Loss: 0.9751... Generator Loss: 0.5751 Epoch 1/1... Step: 10750... Discriminator Loss: 2.4821... Generator Loss: 0.1078 Epoch 1/1... Step: 10760... Discriminator Loss: 1.5349... Generator Loss: 0.3100 Epoch 1/1... Step: 10770... Discriminator Loss: 1.4044... Generator Loss: 0.3662 Epoch 1/1... Step: 10780... Discriminator Loss: 1.2138... Generator Loss: 0.4451 Epoch 1/1... Step: 10790... Discriminator Loss: 1.7961... Generator Loss: 0.2135 Epoch 1/1... Step: 10800... Discriminator Loss: 1.1597... Generator Loss: 0.4628 Cumulative Average Generator Loss / Discriminator Loss: 0.3728685677051544 Current Generator Loss / Discriminator Loss: 0.39906206727027893
Epoch 1/1... Step: 10810... Discriminator Loss: 1.5121... Generator Loss: 0.3419 Epoch 1/1... Step: 10820... Discriminator Loss: 1.2114... Generator Loss: 0.6358 Epoch 1/1... Step: 10830... Discriminator Loss: 1.7141... Generator Loss: 0.2311 Epoch 1/1... Step: 10840... Discriminator Loss: 2.1038... Generator Loss: 0.1762 Epoch 1/1... Step: 10850... Discriminator Loss: 1.3994... Generator Loss: 0.4762 Epoch 1/1... Step: 10860... Discriminator Loss: 0.8726... Generator Loss: 0.6826 Epoch 1/1... Step: 10870... Discriminator Loss: 1.6323... Generator Loss: 0.2777 Epoch 1/1... Step: 10880... Discriminator Loss: 1.3096... Generator Loss: 0.3818 Epoch 1/1... Step: 10890... Discriminator Loss: 1.5693... Generator Loss: 0.2732 Epoch 1/1... Step: 10900... Discriminator Loss: 1.8375... Generator Loss: 0.2139 Cumulative Average Generator Loss / Discriminator Loss: 0.3715550899505615 Current Generator Loss / Discriminator Loss: 0.11638560146093369
Epoch 1/1... Step: 10910... Discriminator Loss: 1.0413... Generator Loss: 1.0770 Epoch 1/1... Step: 10920... Discriminator Loss: 1.3258... Generator Loss: 0.3739 Epoch 1/1... Step: 10930... Discriminator Loss: 1.4520... Generator Loss: 0.3208 Epoch 1/1... Step: 10940... Discriminator Loss: 0.7761... Generator Loss: 1.5462 Epoch 1/1... Step: 10950... Discriminator Loss: 0.9856... Generator Loss: 0.6163 Epoch 1/1... Step: 10960... Discriminator Loss: 1.2459... Generator Loss: 0.6161 Epoch 1/1... Step: 10970... Discriminator Loss: 0.9401... Generator Loss: 0.7988 Epoch 1/1... Step: 10980... Discriminator Loss: 0.9177... Generator Loss: 1.4066 Epoch 1/1... Step: 10990... Discriminator Loss: 1.4818... Generator Loss: 0.3460 Epoch 1/1... Step: 11000... Discriminator Loss: 0.8393... Generator Loss: 0.7226 Cumulative Average Generator Loss / Discriminator Loss: 0.37403604388237 Current Generator Loss / Discriminator Loss: 0.8609525561332703
Epoch 1/1... Step: 11010... Discriminator Loss: 1.4500... Generator Loss: 0.3260 Epoch 1/1... Step: 11020... Discriminator Loss: 1.2518... Generator Loss: 0.4178 Epoch 1/1... Step: 11030... Discriminator Loss: 1.4020... Generator Loss: 0.3370 Epoch 1/1... Step: 11040... Discriminator Loss: 1.1422... Generator Loss: 0.9186 Epoch 1/1... Step: 11050... Discriminator Loss: 2.4448... Generator Loss: 0.1240 Epoch 1/1... Step: 11060... Discriminator Loss: 1.9509... Generator Loss: 0.1928 Epoch 1/1... Step: 11070... Discriminator Loss: 1.2186... Generator Loss: 0.4496 Epoch 1/1... Step: 11080... Discriminator Loss: 1.0855... Generator Loss: 0.6287 Epoch 1/1... Step: 11090... Discriminator Loss: 0.6671... Generator Loss: 0.8954 Epoch 1/1... Step: 11100... Discriminator Loss: 1.2458... Generator Loss: 0.5903 Cumulative Average Generator Loss / Discriminator Loss: 0.3738364279270172 Current Generator Loss / Discriminator Loss: 0.47383585572242737
Epoch 1/1... Step: 11110... Discriminator Loss: 1.3606... Generator Loss: 0.3783 Epoch 1/1... Step: 11120... Discriminator Loss: 1.6976... Generator Loss: 0.2422 Epoch 1/1... Step: 11130... Discriminator Loss: 0.9651... Generator Loss: 0.6106 Epoch 1/1... Step: 11140... Discriminator Loss: 1.0900... Generator Loss: 0.6339 Epoch 1/1... Step: 11150... Discriminator Loss: 1.1520... Generator Loss: 0.5042 Epoch 1/1... Step: 11160... Discriminator Loss: 0.8395... Generator Loss: 0.7180 Epoch 1/1... Step: 11170... Discriminator Loss: 1.1130... Generator Loss: 0.5369 Epoch 1/1... Step: 11180... Discriminator Loss: 0.9152... Generator Loss: 0.7031 Epoch 1/1... Step: 11190... Discriminator Loss: 2.6046... Generator Loss: 0.0913 Epoch 1/1... Step: 11200... Discriminator Loss: 2.0831... Generator Loss: 0.1636 Cumulative Average Generator Loss / Discriminator Loss: 0.37345510721206665 Current Generator Loss / Discriminator Loss: 0.07854410260915756
Epoch 1/1... Step: 11210... Discriminator Loss: 1.6625... Generator Loss: 0.2920 Epoch 1/1... Step: 11220... Discriminator Loss: 1.0724... Generator Loss: 0.5223 Epoch 1/1... Step: 11230... Discriminator Loss: 1.4423... Generator Loss: 0.3403 Epoch 1/1... Step: 11240... Discriminator Loss: 1.3864... Generator Loss: 0.3698 Epoch 1/1... Step: 11250... Discriminator Loss: 1.6097... Generator Loss: 0.2642 Epoch 1/1... Step: 11260... Discriminator Loss: 1.2586... Generator Loss: 0.4967 Epoch 1/1... Step: 11270... Discriminator Loss: 1.1664... Generator Loss: 0.4536 Epoch 1/1... Step: 11280... Discriminator Loss: 1.1329... Generator Loss: 0.4927 Epoch 1/1... Step: 11290... Discriminator Loss: 1.5385... Generator Loss: 0.3301 Epoch 1/1... Step: 11300... Discriminator Loss: 2.1615... Generator Loss: 0.1592 Cumulative Average Generator Loss / Discriminator Loss: 0.3723769187927246 Current Generator Loss / Discriminator Loss: 0.07364543527364731
Epoch 1/1... Step: 11310... Discriminator Loss: 0.9247... Generator Loss: 0.6668 Epoch 1/1... Step: 11320... Discriminator Loss: 1.3657... Generator Loss: 0.3757 Epoch 1/1... Step: 11330... Discriminator Loss: 1.1830... Generator Loss: 0.5398 Epoch 1/1... Step: 11340... Discriminator Loss: 1.4901... Generator Loss: 0.3099 Epoch 1/1... Step: 11350... Discriminator Loss: 1.5683... Generator Loss: 0.3269 Epoch 1/1... Step: 11360... Discriminator Loss: 0.7497... Generator Loss: 0.7985 Epoch 1/1... Step: 11370... Discriminator Loss: 1.6478... Generator Loss: 0.3014 Epoch 1/1... Step: 11380... Discriminator Loss: 2.2156... Generator Loss: 0.1504 Epoch 1/1... Step: 11390... Discriminator Loss: 1.3550... Generator Loss: 0.4248 Epoch 1/1... Step: 11400... Discriminator Loss: 1.1091... Generator Loss: 0.5449 Cumulative Average Generator Loss / Discriminator Loss: 0.37197446823120117 Current Generator Loss / Discriminator Loss: 0.4913432002067566
Epoch 1/1... Step: 11410... Discriminator Loss: 1.9431... Generator Loss: 0.2254 Epoch 1/1... Step: 11420... Discriminator Loss: 1.3445... Generator Loss: 0.3905 Epoch 1/1... Step: 11430... Discriminator Loss: 2.3473... Generator Loss: 0.1327 Epoch 1/1... Step: 11440... Discriminator Loss: 0.8751... Generator Loss: 1.1034 Epoch 1/1... Step: 11450... Discriminator Loss: 0.9489... Generator Loss: 0.6092 Epoch 1/1... Step: 11460... Discriminator Loss: 0.7325... Generator Loss: 0.9305 Epoch 1/1... Step: 11470... Discriminator Loss: 1.3099... Generator Loss: 0.5819 Epoch 1/1... Step: 11480... Discriminator Loss: 2.0456... Generator Loss: 0.1835 Epoch 1/1... Step: 11490... Discriminator Loss: 2.1406... Generator Loss: 0.1567 Epoch 1/1... Step: 11500... Discriminator Loss: 1.2397... Generator Loss: 0.5183 Cumulative Average Generator Loss / Discriminator Loss: 0.3715173602104187 Current Generator Loss / Discriminator Loss: 0.41809114813804626
Epoch 1/1... Step: 11510... Discriminator Loss: 2.2351... Generator Loss: 0.1641 Epoch 1/1... Step: 11520... Discriminator Loss: 1.6175... Generator Loss: 0.2491 Epoch 1/1... Step: 11530... Discriminator Loss: 0.7012... Generator Loss: 0.9650 Epoch 1/1... Step: 11540... Discriminator Loss: 1.1354... Generator Loss: 0.5530 Epoch 1/1... Step: 11550... Discriminator Loss: 1.1997... Generator Loss: 0.4581 Epoch 1/1... Step: 11560... Discriminator Loss: 0.8562... Generator Loss: 1.1880 Epoch 1/1... Step: 11570... Discriminator Loss: 1.1901... Generator Loss: 0.7281 Epoch 1/1... Step: 11580... Discriminator Loss: 1.5660... Generator Loss: 0.2891 Epoch 1/1... Step: 11590... Discriminator Loss: 1.2845... Generator Loss: 0.3981 Epoch 1/1... Step: 11600... Discriminator Loss: 2.4403... Generator Loss: 0.1246 Cumulative Average Generator Loss / Discriminator Loss: 0.3714117407798767 Current Generator Loss / Discriminator Loss: 0.05105575546622276
Epoch 1/1... Step: 11610... Discriminator Loss: 1.2780... Generator Loss: 0.4965 Epoch 1/1... Step: 11620... Discriminator Loss: 1.3611... Generator Loss: 0.3632 Epoch 1/1... Step: 11630... Discriminator Loss: 1.1147... Generator Loss: 0.7920 Epoch 1/1... Step: 11640... Discriminator Loss: 1.3706... Generator Loss: 0.3644 Epoch 1/1... Step: 11650... Discriminator Loss: 1.6982... Generator Loss: 0.3471 Epoch 1/1... Step: 11660... Discriminator Loss: 0.6795... Generator Loss: 0.9572 Epoch 1/1... Step: 11670... Discriminator Loss: 1.1713... Generator Loss: 0.5370 Epoch 1/1... Step: 11680... Discriminator Loss: 1.3956... Generator Loss: 0.3819 Epoch 1/1... Step: 11690... Discriminator Loss: 1.4083... Generator Loss: 0.4543 Epoch 1/1... Step: 11700... Discriminator Loss: 1.5047... Generator Loss: 0.3407 Cumulative Average Generator Loss / Discriminator Loss: 0.3715445101261139 Current Generator Loss / Discriminator Loss: 0.2264198362827301
Epoch 1/1... Step: 11710... Discriminator Loss: 1.0875... Generator Loss: 0.5510 Epoch 1/1... Step: 11720... Discriminator Loss: 1.6585... Generator Loss: 0.2622 Epoch 1/1... Step: 11730... Discriminator Loss: 0.9949... Generator Loss: 0.5697 Epoch 1/1... Step: 11740... Discriminator Loss: 1.7350... Generator Loss: 0.2439 Epoch 1/1... Step: 11750... Discriminator Loss: 1.6427... Generator Loss: 0.2656 Epoch 1/1... Step: 11760... Discriminator Loss: 1.0209... Generator Loss: 0.5776 Epoch 1/1... Step: 11770... Discriminator Loss: 1.6801... Generator Loss: 0.2471 Epoch 1/1... Step: 11780... Discriminator Loss: 1.6143... Generator Loss: 0.2935 Epoch 1/1... Step: 11790... Discriminator Loss: 1.5437... Generator Loss: 0.3075 Epoch 1/1... Step: 11800... Discriminator Loss: 1.1881... Generator Loss: 0.5663 Cumulative Average Generator Loss / Discriminator Loss: 0.37069210410118103 Current Generator Loss / Discriminator Loss: 0.476660817861557
Epoch 1/1... Step: 11810... Discriminator Loss: 1.3717... Generator Loss: 0.3470 Epoch 1/1... Step: 11820... Discriminator Loss: 1.1202... Generator Loss: 0.5330 Epoch 1/1... Step: 11830... Discriminator Loss: 1.4976... Generator Loss: 0.3346 Epoch 1/1... Step: 11840... Discriminator Loss: 0.9358... Generator Loss: 0.7955 Epoch 1/1... Step: 11850... Discriminator Loss: 0.7891... Generator Loss: 1.0909 Epoch 1/1... Step: 11860... Discriminator Loss: 1.6219... Generator Loss: 0.2682 Epoch 1/1... Step: 11870... Discriminator Loss: 1.5113... Generator Loss: 0.3146 Epoch 1/1... Step: 11880... Discriminator Loss: 1.6144... Generator Loss: 0.2713 Epoch 1/1... Step: 11890... Discriminator Loss: 2.0418... Generator Loss: 0.1924 Epoch 1/1... Step: 11900... Discriminator Loss: 1.3848... Generator Loss: 0.3579 Cumulative Average Generator Loss / Discriminator Loss: 0.37029793858528137 Current Generator Loss / Discriminator Loss: 0.2584342062473297
Epoch 1/1... Step: 11910... Discriminator Loss: 1.0195... Generator Loss: 0.7711 Epoch 1/1... Step: 11920... Discriminator Loss: 0.8952... Generator Loss: 0.6865 Epoch 1/1... Step: 11930... Discriminator Loss: 0.9981... Generator Loss: 0.5426 Epoch 1/1... Step: 11940... Discriminator Loss: 1.8678... Generator Loss: 0.2150 Epoch 1/1... Step: 11950... Discriminator Loss: 2.4998... Generator Loss: 0.1061 Epoch 1/1... Step: 11960... Discriminator Loss: 1.0301... Generator Loss: 0.6776 Epoch 1/1... Step: 11970... Discriminator Loss: 1.2954... Generator Loss: 0.4391 Epoch 1/1... Step: 11980... Discriminator Loss: 1.9993... Generator Loss: 0.1862 Epoch 1/1... Step: 11990... Discriminator Loss: 1.8723... Generator Loss: 0.2234 Epoch 1/1... Step: 12000... Discriminator Loss: 1.5303... Generator Loss: 0.3115 Cumulative Average Generator Loss / Discriminator Loss: 0.36944878101348877 Current Generator Loss / Discriminator Loss: 0.20358145236968994
Epoch 1/1... Step: 12010... Discriminator Loss: 1.3920... Generator Loss: 0.3806 Epoch 1/1... Step: 12020... Discriminator Loss: 0.8520... Generator Loss: 0.7820 Epoch 1/1... Step: 12030... Discriminator Loss: 1.4255... Generator Loss: 0.3238 Epoch 1/1... Step: 12040... Discriminator Loss: 1.6151... Generator Loss: 0.2943 Epoch 1/1... Step: 12050... Discriminator Loss: 2.5825... Generator Loss: 0.0969 Epoch 1/1... Step: 12060... Discriminator Loss: 0.9050... Generator Loss: 0.8127 Epoch 1/1... Step: 12070... Discriminator Loss: 1.5894... Generator Loss: 0.3204 Epoch 1/1... Step: 12080... Discriminator Loss: 1.5638... Generator Loss: 0.3204 Epoch 1/1... Step: 12090... Discriminator Loss: 1.2864... Generator Loss: 0.4084 Epoch 1/1... Step: 12100... Discriminator Loss: 1.1732... Generator Loss: 0.5695 Cumulative Average Generator Loss / Discriminator Loss: 0.3688433766365051 Current Generator Loss / Discriminator Loss: 0.4854338467121124
Epoch 1/1... Step: 12110... Discriminator Loss: 1.6832... Generator Loss: 0.2985 Epoch 1/1... Step: 12120... Discriminator Loss: 1.5645... Generator Loss: 0.3239 Epoch 1/1... Step: 12130... Discriminator Loss: 0.7028... Generator Loss: 1.6086 Epoch 1/1... Step: 12140... Discriminator Loss: 1.8604... Generator Loss: 0.2129 Epoch 1/1... Step: 12150... Discriminator Loss: 0.9641... Generator Loss: 1.1972 Epoch 1/1... Step: 12160... Discriminator Loss: 1.0367... Generator Loss: 0.5572 Epoch 1/1... Step: 12170... Discriminator Loss: 1.2148... Generator Loss: 0.5623 Epoch 1/1... Step: 12180... Discriminator Loss: 1.2969... Generator Loss: 0.4475 Epoch 1/1... Step: 12190... Discriminator Loss: 1.8526... Generator Loss: 0.2400 Epoch 1/1... Step: 12200... Discriminator Loss: 2.0948... Generator Loss: 0.1674 Cumulative Average Generator Loss / Discriminator Loss: 0.36905336380004883 Current Generator Loss / Discriminator Loss: 0.07991142570972443
Epoch 1/1... Step: 12210... Discriminator Loss: 1.0714... Generator Loss: 0.5377 Epoch 1/1... Step: 12220... Discriminator Loss: 1.5022... Generator Loss: 0.2973 Epoch 1/1... Step: 12230... Discriminator Loss: 1.5290... Generator Loss: 0.2748 Epoch 1/1... Step: 12240... Discriminator Loss: 1.4664... Generator Loss: 0.3446 Epoch 1/1... Step: 12250... Discriminator Loss: 2.1368... Generator Loss: 0.1571 Epoch 1/1... Step: 12260... Discriminator Loss: 1.1017... Generator Loss: 0.5425 Epoch 1/1... Step: 12270... Discriminator Loss: 1.0851... Generator Loss: 0.5272 Epoch 1/1... Step: 12280... Discriminator Loss: 1.0992... Generator Loss: 1.0126 Epoch 1/1... Step: 12290... Discriminator Loss: 1.9459... Generator Loss: 0.1998 Epoch 1/1... Step: 12300... Discriminator Loss: 1.4720... Generator Loss: 0.3420 Cumulative Average Generator Loss / Discriminator Loss: 0.3684127628803253 Current Generator Loss / Discriminator Loss: 0.23230093717575073
Epoch 1/1... Step: 12310... Discriminator Loss: 1.5121... Generator Loss: 0.3021 Epoch 1/1... Step: 12320... Discriminator Loss: 1.1950... Generator Loss: 0.4637 Epoch 1/1... Step: 12330... Discriminator Loss: 1.3871... Generator Loss: 0.3549 Epoch 1/1... Step: 12340... Discriminator Loss: 1.0176... Generator Loss: 0.6992 Epoch 1/1... Step: 12350... Discriminator Loss: 1.1087... Generator Loss: 0.7714 Epoch 1/1... Step: 12360... Discriminator Loss: 0.9706... Generator Loss: 0.6320 Epoch 1/1... Step: 12370... Discriminator Loss: 0.8911... Generator Loss: 0.6591 Epoch 1/1... Step: 12380... Discriminator Loss: 1.6718... Generator Loss: 0.2483 Epoch 1/1... Step: 12390... Discriminator Loss: 2.2600... Generator Loss: 0.1401 Epoch 1/1... Step: 12400... Discriminator Loss: 1.3609... Generator Loss: 0.3845 Cumulative Average Generator Loss / Discriminator Loss: 0.3682529330253601 Current Generator Loss / Discriminator Loss: 0.28253111243247986
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.